Files
clarify-rl-grpo-qwen3-0-6b/evals/eval_qwen3-1.7b_qwen3-1-7b-BASE_n50_v2.json
ModelHub XC 7bf4b0f98e 初始化项目,由ModelHub XC社区提供模型
Model: agarwalanu3103/clarify-rl-grpo-qwen3-0-6b
Source: Original Platform
2026-07-19 02:19:25 +08:00

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410 KiB
JSON

{
"summary": {
"model": "Qwen/Qwen3-1.7B",
"mode": "api",
"scenarios_total": 50,
"elapsed_s": 156.11576533317566,
"avg_score": 0.0,
"avg_questions": 4.94,
"format_pass_rate": 0.0,
"completion_rate": 0.0
},
"config": {
"mode": "api",
"model": "Qwen/Qwen3-1.7B",
"api_base_url": "http://127.0.0.1:8000/v1",
"env_base_url": "https://agarwalanu3103-clarify-rl.hf.space",
"scenarios_file": "/tmp/clarify-rl/scenarios/eval_held_out.json",
"limit": 50
},
"results": [
{
"seed": 10000,
"task_id": "easy",
"scenario_id": "seed10000_event_planning_easy",
"family": "event_planning",
"request": "Set up a celebration.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a celebration.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"today.\", \"questions_remaining\": 4, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"How many guests are expected?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"At a office.\", \"questions_remaining\": 2, \"field_revealed\": \"venue\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a celebration.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the theme of the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the date of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "today.",
"questions_remaining": 4,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "How many guests are expected?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the location of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "At a office.",
"questions_remaining": 2,
"field_revealed": "venue",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the budget for the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "birthday",
"date": "today",
"venue": "office"
},
"critical_fields": [
"date",
"event_type",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"date",
"venue"
]
}
}
],
"elapsed_s": 4.352880477905273
},
{
"seed": 10000,
"task_id": "medium",
"scenario_id": "seed10000_event_planning_medium",
"family": "event_planning",
"request": "Plan a birthday party.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Budget around $500-2000.\", \"questions_remaining\": 5, \"field_revealed\": \"budget_band\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who is the guest of honor?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 5 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred venue type?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"At a office.\", \"questions_remaining\": 3, \"field_revealed\": \"venue\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred cuisine?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred activity or theme?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Plan a birthday party.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Budget around $500-2000.",
"questions_remaining": 5,
"field_revealed": "budget_band",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who is the guest of honor?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 5 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the preferred venue type?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "At a office.",
"questions_remaining": 3,
"field_revealed": "venue",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the preferred cuisine?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred activity or theme?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "birthday",
"date": "today",
"guest_count": 5,
"venue": "office",
"budget_band": "$500-2000"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"budget_band",
"guest_count",
"venue"
]
}
}
],
"elapsed_s": 2.995244264602661
},
{
"seed": 10000,
"task_id": "hard",
"scenario_id": "seed10000_event_planning_hard",
"family": "event_planning",
"request": "Plan a birthday party.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Budget around $100-500.\", \"questions_remaining\": 5, \"field_revealed\": \"budget_band\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who is the guest list?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 100 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme of the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"surprise.\", \"questions_remaining\": 3, \"field_revealed\": \"theme\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date of the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"this week.\", \"questions_remaining\": 2, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the name of the birthday person?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Plan a birthday party.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Budget around $100-500.",
"questions_remaining": 5,
"field_revealed": "budget_band",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who is the guest list?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 100 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the theme of the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "surprise.",
"questions_remaining": 3,
"field_revealed": "theme",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the date of the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "this week.",
"questions_remaining": 2,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the name of the birthday person?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "birthday",
"date": "this week",
"guest_count": 100,
"venue": "office",
"budget_band": "$100-500",
"dietary_constraints": "none",
"theme": "surprise"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"budget_band",
"date",
"guest_count",
"theme"
]
}
}
],
"elapsed_s": 3.0758841037750244
},
{
"seed": 10001,
"task_id": "easy",
"scenario_id": "seed10001_support_triage_easy",
"family": "support_triage",
"request": "My order is wrong.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nMy order is wrong.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"My order is wrong.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the correct item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the correct item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the correct item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the correct item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the correct item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "My order is wrong.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the correct item you received?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the correct item you received?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the correct item you received?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the correct item you received?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the correct item you received?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "none-provided",
"item_issue": "late"
},
"critical_fields": [
"item_issue",
"order_id"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.0332298278808594
},
{
"seed": 10001,
"task_id": "medium",
"scenario_id": "seed10001_support_triage_medium",
"family": "support_triage",
"request": "My order is wrong.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 2,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nMy order is wrong.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"My order is wrong.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the correct item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the reason for the order being wrong?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"never-arrived.\", \"questions_remaining\": 4, \"field_revealed\": \"item_issue\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "My order is wrong.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the correct item you received?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the reason for the order being wrong?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "never-arrived.",
"questions_remaining": 4,
"field_revealed": "item_issue",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#9027",
"item_issue": "never-arrived",
"refund_or_replace": "unsure",
"urgency": "high"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace",
"urgency"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 2,
"fields_revealed": [
"item_issue"
]
}
}
],
"elapsed_s": 1.7384333610534668
},
{
"seed": 10001,
"task_id": "hard",
"scenario_id": "seed10001_support_triage_hard",
"family": "support_triage",
"request": "There's an issue with my purchase.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nThere's an issue with my purchase.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the nature of the issue with your purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the product name or number related to your purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"When did you make the purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the reason for the issue with your purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Do you have any additional information about the issue?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "There's an issue with my purchase.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the nature of the issue with your purchase?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the product name or number related to your purchase?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "When did you make the purchase?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the reason for the issue with your purchase?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "Do you have any additional information about the issue?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "none-provided",
"item_issue": "late",
"refund_or_replace": "refund",
"urgency": "high",
"channel_preferred": "phone"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace",
"urgency"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.222181558609009
},
{
"seed": 10002,
"task_id": "easy",
"scenario_id": "seed10002_meeting_scheduling_easy",
"family": "meeting_scheduling",
"request": "Schedule a sync.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSchedule a sync.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Schedule a sync.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date and time of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who is participating in the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"whole team.\", \"questions_remaining\": 3, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the purpose of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the priority level of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Schedule a sync.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the date and time of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the duration of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Who is participating in the sync?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "whole team.",
"questions_remaining": 3,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the purpose of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the priority level of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "whole team",
"time": "evening"
},
"critical_fields": [
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"participants"
]
}
}
],
"elapsed_s": 3.167224407196045
},
{
"seed": 10002,
"task_id": "medium",
"scenario_id": "seed10002_meeting_scheduling_medium",
"family": "meeting_scheduling",
"request": "Set up a meeting.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a meeting.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a meeting.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date and time of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"this week.\", \"questions_remaining\": 5, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the time of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who should be invited to the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"whole team.\", \"questions_remaining\": 3, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the purpose of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"meeting_scheduling\\\", \\\"scale\\\": \\\"whole team\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a meeting.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the date and time of the meeting?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "this week.",
"questions_remaining": 5,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the time of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Who should be invited to the meeting?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "whole team.",
"questions_remaining": 3,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the purpose of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the location of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"meeting_scheduling\", \"scale\": \"whole team\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "whole team",
"date": "this week",
"time": "morning",
"duration_minutes": 90
},
"critical_fields": [
"date",
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "meeting_scheduling",
"scale": "whole team"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"date",
"participants"
]
}
}
],
"elapsed_s": 3.006574869155884
},
{
"seed": 10002,
"task_id": "hard",
"scenario_id": "seed10002_meeting_scheduling_hard",
"family": "meeting_scheduling",
"request": "Get a call on the calendar.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nGet a call on the calendar.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What time would you like to schedule the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"evening.\", \"questions_remaining\": 5, \"field_revealed\": \"time\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Where would you like to schedule the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who would like to be the host of the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"leadership.\", \"questions_remaining\": 3, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"30 minutes.\", \"questions_remaining\": 2, \"field_revealed\": \"duration_minutes\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Get a call on the calendar.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What time would you like to schedule the call?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "evening.",
"questions_remaining": 5,
"field_revealed": "time",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Where would you like to schedule the call?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Who would like to be the host of the call?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "leadership.",
"questions_remaining": 3,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the duration of the call?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "30 minutes.",
"questions_remaining": 2,
"field_revealed": "duration_minutes",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the location of the call?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "leadership",
"date": "today",
"time": "evening",
"duration_minutes": 30,
"platform": "in-person"
},
"critical_fields": [
"date",
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"duration_minutes",
"participants",
"time"
]
}
}
],
"elapsed_s": 3.107130765914917
},
{
"seed": 10003,
"task_id": "easy",
"scenario_id": "seed10003_medical_intake_easy",
"family": "medical_intake",
"request": "I have a problem.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI have a problem.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I have a problem.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific issue you're facing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the context or scenario you're describing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected outcome or goal?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the deadline or timeframe for this task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the resource or tool you need?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I have a problem.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the specific issue you're facing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the context or scenario you're describing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the expected outcome or goal?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the deadline or timeframe for this task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the resource or tool you need?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"age_band": "senior",
"primary_symptom": "fatigue"
},
"critical_fields": [
"age_band",
"primary_symptom"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.1401278972625732
},
{
"seed": 10003,
"task_id": "medium",
"scenario_id": "seed10003_medical_intake_medium",
"family": "medical_intake",
"request": "I need some help.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 6,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need some help.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need some help.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific goal or objective of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the target audience or users for the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the time frame or duration of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 1-4 weeks.\", \"questions_remaining\": 3, \"field_revealed\": \"duration\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget allocated for this task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the priority level of this task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the main objective of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need some help.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the specific goal or objective of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the target audience or users for the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the time frame or duration of the task?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 1-4 weeks.",
"questions_remaining": 3,
"field_revealed": "duration",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the budget allocated for this task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the priority level of this task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "ask_question",
"args": {
"question": "What is the main objective of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 0,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 7,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "fever",
"duration": "1-4 weeks",
"severity": "moderate",
"prior_conditions": "hypertension"
},
"critical_fields": [
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 6,
"fields_revealed": [
"duration"
]
}
}
],
"elapsed_s": 3.6507861614227295
},
{
"seed": 10003,
"task_id": "hard",
"scenario_id": "seed10003_medical_intake_hard",
"family": "medical_intake",
"request": "I need some help.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 6,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need some help.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need some help.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific goal of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the target audience for the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the time frame for the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the priority level of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the main objective of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need some help.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the specific goal of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the target audience for the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the time frame for the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the budget for the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the priority level of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "ask_question",
"args": {
"question": "What is the main objective of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 0,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 7,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "fatigue",
"duration": "1-7 days",
"severity": "moderate",
"prior_conditions": "hypertension",
"age_band": "senior",
"medications": "prescription"
},
"critical_fields": [
"age_band",
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 6,
"fields_revealed": []
}
}
],
"elapsed_s": 3.5524168014526367
},
{
"seed": 10004,
"task_id": "easy",
"scenario_id": "seed10004_event_planning_easy",
"family": "event_planning",
"request": "Plan a birthday party.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme or style of the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the number of guests?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 100 people.\", \"questions_remaining\": 3, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred date for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"today.\", \"questions_remaining\": 2, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred location for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Plan a birthday party.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the birthday party?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the theme or style of the birthday party?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the number of guests?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 100 people.",
"questions_remaining": 3,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the preferred date for the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "today.",
"questions_remaining": 2,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred location for the birthday party?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "team-building",
"date": "today",
"guest_count": 100
},
"critical_fields": [
"date",
"event_type",
"guest_count"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"date",
"guest_count"
]
}
}
],
"elapsed_s": 3.4006025791168213
},
{
"seed": 10004,
"task_id": "medium",
"scenario_id": "seed10004_event_planning_medium",
"family": "event_planning",
"request": "Plan a birthday party.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 6,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who are the guests?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 50 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme or style of the party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date of the party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"this week.\", \"questions_remaining\": 2, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"At a restaurant.\", \"questions_remaining\": 1, \"field_revealed\": \"venue\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred type of food or drinks?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Plan a birthday party.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the birthday party?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who are the guests?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 50 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the theme or style of the party?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the date of the party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "this week.",
"questions_remaining": 2,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the location of the party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "At a restaurant.",
"questions_remaining": 1,
"field_revealed": "venue",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "ask_question",
"args": {
"question": "What is the preferred type of food or drinks?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 0,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 7,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "birthday",
"date": "this week",
"guest_count": 50,
"venue": "restaurant",
"dietary_constraints": "vegetarian"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 6,
"fields_revealed": [
"date",
"guest_count",
"venue"
]
}
}
],
"elapsed_s": 3.8138694763183594
},
{
"seed": 10004,
"task_id": "hard",
"scenario_id": "seed10004_event_planning_hard",
"family": "event_planning",
"request": "Organize a team event.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 6,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nOrganize a team event.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Organize a team event.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the event?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Budget around <$100.\", \"questions_remaining\": 5, \"field_revealed\": \"budget_band\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who are the team members involved in the event?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the event's theme or style?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"themed.\", \"questions_remaining\": 3, \"field_revealed\": \"theme\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the event's duration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the event's location?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"At a home.\", \"questions_remaining\": 1, \"field_revealed\": \"venue\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the event's date?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"today.\", \"questions_remaining\": 0, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Organize a team event.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the event?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Budget around <$100.",
"questions_remaining": 5,
"field_revealed": "budget_band",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who are the team members involved in the event?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the event's theme or style?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "themed.",
"questions_remaining": 3,
"field_revealed": "theme",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the event's duration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the event's location?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "At a home.",
"questions_remaining": 1,
"field_revealed": "venue",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "ask_question",
"args": {
"question": "What is the event's date?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "today.",
"questions_remaining": 0,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 7,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "team-building",
"date": "today",
"guest_count": 100,
"venue": "home",
"dietary_constraints": "vegetarian",
"budget_band": "<$100",
"theme": "themed"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 6,
"fields_revealed": [
"budget_band",
"date",
"theme",
"venue"
]
}
}
],
"elapsed_s": 3.8750498294830322
},
{
"seed": 10005,
"task_id": "easy",
"scenario_id": "seed10005_event_planning_easy",
"family": "event_planning",
"request": "Set up a celebration.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a celebration.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who are the guests?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 5 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"this week.\", \"questions_remaining\": 3, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the occasion of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"A anniversary.\", \"questions_remaining\": 1, \"field_revealed\": \"event_type\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a celebration.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the theme of the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who are the guests?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 5 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the date of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "this week.",
"questions_remaining": 3,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the location of the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the occasion of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "A anniversary.",
"questions_remaining": 1,
"field_revealed": "event_type",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "anniversary",
"guest_count": 5,
"date": "this week"
},
"critical_fields": [
"date",
"event_type",
"guest_count"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"date",
"event_type",
"guest_count"
]
}
}
],
"elapsed_s": 3.391810178756714
},
{
"seed": 10005,
"task_id": "medium",
"scenario_id": "seed10005_event_planning_medium",
"family": "event_planning",
"request": "Set up a celebration.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a celebration.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who are the guests?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 20 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"next week.\", \"questions_remaining\": 3, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"At a restaurant.\", \"questions_remaining\": 2, \"field_revealed\": \"venue\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Budget around $500-2000.\", \"questions_remaining\": 1, \"field_revealed\": \"budget_band\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a celebration.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the theme of the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who are the guests?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 20 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the date of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "next week.",
"questions_remaining": 3,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the location of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "At a restaurant.",
"questions_remaining": 2,
"field_revealed": "venue",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the budget for the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Budget around $500-2000.",
"questions_remaining": 1,
"field_revealed": "budget_band",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "anniversary",
"date": "next week",
"guest_count": 20,
"venue": "restaurant",
"budget_band": "$500-2000"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"budget_band",
"date",
"guest_count",
"venue"
]
}
}
],
"elapsed_s": 3.4210832118988037
},
{
"seed": 10005,
"task_id": "hard",
"scenario_id": "seed10005_event_planning_hard",
"family": "event_planning",
"request": "Plan a birthday party.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Budget around <$100.\", \"questions_remaining\": 5, \"field_revealed\": \"budget_band\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who is the guest list?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 20 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme or style of the party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"themed.\", \"questions_remaining\": 3, \"field_revealed\": \"theme\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred cuisine or food preference?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred color scheme or decoration style?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"themed.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Plan a birthday party.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Budget around <$100.",
"questions_remaining": 5,
"field_revealed": "budget_band",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who is the guest list?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 20 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the theme or style of the party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "themed.",
"questions_remaining": 3,
"field_revealed": "theme",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the preferred cuisine or food preference?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred color scheme or decoration style?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "themed.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "anniversary",
"date": "today",
"guest_count": 20,
"venue": "rented hall",
"budget_band": "<$100",
"theme": "themed",
"dietary_constraints": "none"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"budget_band",
"guest_count",
"theme"
]
}
}
],
"elapsed_s": 3.1932170391082764
},
{
"seed": 10006,
"task_id": "easy",
"scenario_id": "seed10006_medical_intake_easy",
"family": "medical_intake",
"request": "Something's off with my health.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Are there any other symptoms you would like to mention?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you been experiencing any changes in your routine or lifestyle recently?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you had any recent stress or emotional changes?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you been experiencing any fatigue or weakness?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Something's off with my health.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Are there any other symptoms you would like to mention?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Have you been experiencing any changes in your routine or lifestyle recently?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Have you had any recent stress or emotional changes?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "Have you been experiencing any fatigue or weakness?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"duration": "chronic",
"severity": "severe"
},
"critical_fields": [
"duration",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.2829437255859375
},
{
"seed": 10006,
"task_id": "medium",
"scenario_id": "seed10006_medical_intake_medium",
"family": "medical_intake",
"request": "Something's off with my health.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a rash.\", \"questions_remaining\": 5, \"field_revealed\": \"primary_symptom\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Are there any other symptoms along with the rash?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a rash.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Is the rash itchy or red?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the rash?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the rash?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About chronic.\", \"questions_remaining\": 1, \"field_revealed\": \"duration\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Something's off with my health.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "It's a rash.",
"questions_remaining": 5,
"field_revealed": "primary_symptom",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Are there any other symptoms along with the rash?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "It's a rash.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Is the rash itchy or red?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the location of the rash?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the duration of the rash?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About chronic.",
"questions_remaining": 1,
"field_revealed": "duration",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "rash",
"duration": "chronic",
"severity": "severe",
"age_band": "teen"
},
"critical_fields": [
"age_band",
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"duration",
"primary_symptom"
]
}
}
],
"elapsed_s": 2.9897093772888184
},
{
"seed": 10006,
"task_id": "hard",
"scenario_id": "seed10006_medical_intake_hard",
"family": "medical_intake",
"request": "I need some help.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 6,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need some help.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need some help.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific task or goal you need help with?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the deadline for completion?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred format or medium for the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the required level of detail or specificity for the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the main objective or goal of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the main objective or goal of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need some help.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the specific task or goal you need help with?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the deadline for completion?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the preferred format or medium for the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the required level of detail or specificity for the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the main objective or goal of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "ask_question",
"args": {
"question": "What is the main objective or goal of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 0,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 7,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "headache",
"duration": "1-7 days",
"severity": "mild",
"age_band": "adult",
"medications": "both",
"prior_conditions": "diabetes"
},
"critical_fields": [
"age_band",
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 6,
"fields_revealed": []
}
}
],
"elapsed_s": 3.7527432441711426
},
{
"seed": 10007,
"task_id": "easy",
"scenario_id": "seed10007_support_triage_easy",
"family": "support_triage",
"request": "I need help with an order.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need help with an order.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need help with an order.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the order number?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Order #1199.\", \"questions_remaining\": 5, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the product or service being ordered?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected delivery date?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's name?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's contact information?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need help with an order.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the order number?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Order #1199.",
"questions_remaining": 5,
"field_revealed": "order_id",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the product or service being ordered?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the expected delivery date?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the customer's name?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the customer's contact information?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"item_issue": "missing",
"refund_or_replace": "unsure",
"order_id": "#1199"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"order_id"
]
}
}
],
"elapsed_s": 3.0017170906066895
},
{
"seed": 10007,
"task_id": "medium",
"scenario_id": "seed10007_support_triage_medium",
"family": "support_triage",
"request": "There's an issue with my purchase.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 4,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nThere's an issue with my purchase.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the nature of the issue with your purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific product or service is involved in the issue?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"When did the issue occur?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected outcome or resolution for the issue?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'd prefer a store-credit.\", \"questions_remaining\": 2, \"field_revealed\": \"refund_or_replace\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "There's an issue with my purchase.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the nature of the issue with your purchase?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What specific product or service is involved in the issue?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "When did the issue occur?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the expected outcome or resolution for the issue?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "I'd prefer a store-credit.",
"questions_remaining": 2,
"field_revealed": "refund_or_replace",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#1199",
"item_issue": "late",
"refund_or_replace": "store-credit",
"urgency": "medium",
"channel_preferred": "email"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace",
"urgency"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 4,
"fields_revealed": [
"refund_or_replace"
]
}
}
],
"elapsed_s": 2.6756861209869385
},
{
"seed": 10007,
"task_id": "hard",
"scenario_id": "seed10007_support_triage_hard",
"family": "support_triage",
"request": "There's an issue with my purchase.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nThere's an issue with my purchase.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the nature of the issue with your purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the product name or number associated with the issue?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date of the purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the contact information of the person who made the purchase?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Please reach me by email.\", \"questions_remaining\": 2, \"field_revealed\": \"channel_preferred\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred communication channel for resolving the issue?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Please reach me by email.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "There's an issue with my purchase.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the nature of the issue with your purchase?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the product name or number associated with the issue?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the date of the purchase?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the contact information of the person who made the purchase?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Please reach me by email.",
"questions_remaining": 2,
"field_revealed": "channel_preferred",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred communication channel for resolving the issue?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "Please reach me by email.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#1199",
"item_issue": "late",
"refund_or_replace": "store-credit",
"urgency": "medium",
"channel_preferred": "email"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace",
"urgency"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"channel_preferred"
]
}
}
],
"elapsed_s": 3.2553963661193848
},
{
"seed": 10008,
"task_id": "easy",
"scenario_id": "seed10008_medical_intake_easy",
"family": "medical_intake",
"request": "Something's off with my health.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Are there any specific symptoms you're experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any other symptoms besides what you mentioned?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any unusual fatigue or loss of appetite?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any other unusual symptoms?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Something's off with my health.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Are there any specific symptoms you're experiencing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Have you experienced any other symptoms besides what you mentioned?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Have you experienced any unusual fatigue or loss of appetite?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "Have you experienced any other unusual symptoms?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"age_band": "adult",
"duration": "chronic",
"severity": "mild"
},
"critical_fields": [
"age_band",
"duration",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.1326816082000732
},
{
"seed": 10008,
"task_id": "medium",
"scenario_id": "seed10008_medical_intake_medium",
"family": "medical_intake",
"request": "I have a problem.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI have a problem.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I have a problem.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific issue you're facing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Can you provide more details about the problem?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the context or scenario in which this problem occurs?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What are the specific steps you are taking to resolve this issue?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What are the expected outcomes or goals for this issue?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I have a problem.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the specific issue you're facing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Can you provide more details about the problem?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the context or scenario in which this problem occurs?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What are the specific steps you are taking to resolve this issue?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What are the expected outcomes or goals for this issue?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "cough",
"duration": "1-7 days",
"severity": "severe",
"prior_conditions": "none",
"medications": "prescription"
},
"critical_fields": [
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.2532460689544678
},
{
"seed": 10008,
"task_id": "hard",
"scenario_id": "seed10008_medical_intake_hard",
"family": "medical_intake",
"request": "I need some help.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 6,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need some help.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need some help.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific goal or outcome of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the target audience or user base?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the deadline for completion?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget constraint for this task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred format or medium for the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the main objective or purpose of the task?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need some help.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the specific goal or outcome of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the target audience or user base?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the deadline for completion?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the budget constraint for this task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred format or medium for the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "ask_question",
"args": {
"question": "What is the main objective or purpose of the task?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 0,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 7,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "cough",
"duration": "chronic",
"severity": "mild",
"prior_conditions": "other",
"medications": "prescription",
"age_band": "adult"
},
"critical_fields": [
"age_band",
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 6,
"fields_revealed": []
}
}
],
"elapsed_s": 3.605531930923462
},
{
"seed": 10009,
"task_id": "easy",
"scenario_id": "seed10009_support_triage_easy",
"family": "support_triage",
"request": "I need help with an order.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need help with an order.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need help with an order.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the order number?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Order #9027.\", \"questions_remaining\": 5, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the product or service being ordered?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the quantity or units of the order?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the delivery date or time?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the payment method?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need help with an order.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the order number?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Order #9027.",
"questions_remaining": 5,
"field_revealed": "order_id",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the product or service being ordered?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the quantity or units of the order?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the delivery date or time?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the payment method?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"refund_or_replace": "refund",
"order_id": "#9027"
},
"critical_fields": [
"order_id",
"refund_or_replace"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"order_id"
]
}
}
],
"elapsed_s": 2.9996912479400635
},
{
"seed": 10009,
"task_id": "medium",
"scenario_id": "seed10009_support_triage_medium",
"family": "support_triage",
"request": "Something went wrong.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSomething went wrong.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Something went wrong.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the nature of the error?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the context in which this error occurred?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific error message or code?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the affected system or component?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected behavior versus the actual behavior?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Something went wrong.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the nature of the error?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the context in which this error occurred?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the specific error message or code?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the affected system or component?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the expected behavior versus the actual behavior?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#4521",
"item_issue": "wrong-item",
"refund_or_replace": "unsure",
"channel_preferred": "phone"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.08298397064209
},
{
"seed": 10009,
"task_id": "hard",
"scenario_id": "seed10009_support_triage_hard",
"family": "support_triage",
"request": "My order is wrong.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 4,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nMy order is wrong.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"My order is wrong.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the correct item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected item for the order?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the order number or reference for the item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Order #4521.\", \"questions_remaining\": 3, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected order number or reference for the item you received?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Order #4521.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "My order is wrong.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the correct item you received?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the expected item for the order?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the order number or reference for the item you received?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Order #4521.",
"questions_remaining": 3,
"field_revealed": "order_id",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the expected order number or reference for the item you received?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "Order #4521.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 5,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#4521",
"item_issue": "late",
"refund_or_replace": "unsure",
"channel_preferred": "phone",
"urgency": "medium"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace",
"urgency"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 4,
"fields_revealed": [
"order_id"
]
}
}
],
"elapsed_s": 2.771754026412964
},
{
"seed": 10010,
"task_id": "easy",
"scenario_id": "seed10010_event_planning_easy",
"family": "event_planning",
"request": "Set up a celebration.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a celebration.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme or style of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the number of guests?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 10 people.\", \"questions_remaining\": 3, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred location for the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a celebration.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the theme or style of the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the number of guests?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 10 people.",
"questions_remaining": 3,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the duration of the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred location for the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "anniversary",
"guest_count": 10,
"date": "next week"
},
"critical_fields": [
"date",
"event_type",
"guest_count"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"guest_count"
]
}
}
],
"elapsed_s": 3.0436270236968994
},
{
"seed": 10010,
"task_id": "medium",
"scenario_id": "seed10010_event_planning_medium",
"family": "event_planning",
"request": "Set up a celebration.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a celebration.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who is the guest list?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 20 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"this week.\", \"questions_remaining\": 3, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"At a home.\", \"questions_remaining\": 2, \"field_revealed\": \"venue\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the celebration?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Budget around $2000+.\", \"questions_remaining\": 1, \"field_revealed\": \"budget_band\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a celebration.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the theme of the celebration?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who is the guest list?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 20 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the date of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "this week.",
"questions_remaining": 3,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the location of the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "At a home.",
"questions_remaining": 2,
"field_revealed": "venue",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the budget for the celebration?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Budget around $2000+.",
"questions_remaining": 1,
"field_revealed": "budget_band",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "anniversary",
"date": "this week",
"guest_count": 20,
"venue": "home",
"budget_band": "$2000+"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"budget_band",
"date",
"guest_count",
"venue"
]
}
}
],
"elapsed_s": 2.976634979248047
},
{
"seed": 10010,
"task_id": "hard",
"scenario_id": "seed10010_event_planning_hard",
"family": "event_planning",
"request": "Plan a birthday party.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the budget for the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Budget around <$100.\", \"questions_remaining\": 5, \"field_revealed\": \"budget_band\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who is the guest list?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About 50 people.\", \"questions_remaining\": 4, \"field_revealed\": \"guest_count\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the theme of the birthday party?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"casual.\", \"questions_remaining\": 3, \"field_revealed\": \"theme\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred cuisine?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred color scheme?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Plan a birthday party.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "event_planning",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the budget for the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Budget around <$100.",
"questions_remaining": 5,
"field_revealed": "budget_band",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who is the guest list?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About 50 people.",
"questions_remaining": 4,
"field_revealed": "guest_count",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the theme of the birthday party?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "casual.",
"questions_remaining": 3,
"field_revealed": "theme",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the preferred cuisine?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred color scheme?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "Up to you on that one.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"event_type": "anniversary",
"date": "tomorrow",
"guest_count": 50,
"venue": "home",
"budget_band": "<$100",
"theme": "casual",
"dietary_constraints": "mixed"
},
"critical_fields": [
"date",
"event_type",
"guest_count",
"venue"
],
"required_keys": [
"event_type",
"date",
"guest_count",
"venue"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"budget_band",
"guest_count",
"theme"
]
}
}
],
"elapsed_s": 2.9619972705841064
},
{
"seed": 10011,
"task_id": "easy",
"scenario_id": "seed10011_medical_intake_easy",
"family": "medical_intake",
"request": "I'm not feeling well.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI'm not feeling well.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I'm not feeling well.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the nature of your discomfort?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a cough.\", \"questions_remaining\": 4, \"field_revealed\": \"primary_symptom\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any fever or difficulty breathing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any fatigue or body aches?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any loss of appetite or nausea?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I'm not feeling well.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the nature of your discomfort?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "It's a cough.",
"questions_remaining": 4,
"field_revealed": "primary_symptom",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Have you experienced any fever or difficulty breathing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Have you experienced any fatigue or body aches?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "Have you experienced any loss of appetite or nausea?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"severity": "severe",
"duration": "1-4 weeks",
"primary_symptom": "cough"
},
"critical_fields": [
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"primary_symptom"
]
}
}
],
"elapsed_s": 3.070894241333008
},
{
"seed": 10011,
"task_id": "medium",
"scenario_id": "seed10011_medical_intake_medium",
"family": "medical_intake",
"request": "I'm not feeling well.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 3,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI'm not feeling well.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I'm not feeling well.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a cough.\", \"questions_remaining\": 5, \"field_revealed\": \"primary_symptom\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you been experiencing any fever or difficulty breathing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Is there any other symptom you would like to mention?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a cough.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I'm not feeling well.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "It's a cough.",
"questions_remaining": 5,
"field_revealed": "primary_symptom",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Have you been experiencing any fever or difficulty breathing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Is there any other symptom you would like to mention?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "It's a cough.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 4,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "cough",
"duration": "1-24 hours",
"severity": "severe",
"medications": "both",
"prior_conditions": "hypertension"
},
"critical_fields": [
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 3,
"fields_revealed": [
"primary_symptom"
]
}
}
],
"elapsed_s": 2.2260284423828125
},
{
"seed": 10011,
"task_id": "hard",
"scenario_id": "seed10011_medical_intake_hard",
"family": "medical_intake",
"request": "I have a problem.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI have a problem.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I have a problem.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the specific problem you are facing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Can you provide more details about the problem?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the context or scenario in which this problem occurs?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Are there any specific symptoms or indicators you would like to mention?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a pain.\", \"questions_remaining\": 2, \"field_revealed\": \"primary_symptom\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Is there any additional information you would like to provide?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I have a problem.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the specific problem you are facing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Can you provide more details about the problem?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the context or scenario in which this problem occurs?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Are there any specific symptoms or indicators you would like to mention?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "It's a pain.",
"questions_remaining": 2,
"field_revealed": "primary_symptom",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "Is there any additional information you would like to provide?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "pain",
"duration": "1-24 hours",
"severity": "severe",
"medications": "both",
"prior_conditions": "hypertension",
"age_band": "child"
},
"critical_fields": [
"age_band",
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"primary_symptom"
]
}
}
],
"elapsed_s": 3.231724739074707
},
{
"seed": 10012,
"task_id": "easy",
"scenario_id": "seed10012_meeting_scheduling_easy",
"family": "meeting_scheduling",
"request": "Schedule a sync.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSchedule a sync.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Schedule a sync.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date and time of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who is participating in the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"whole team.\", \"questions_remaining\": 4, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the purpose of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the length of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"45 minutes.\", \"questions_remaining\": 2, \"field_revealed\": \"duration_minutes\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"webex\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Schedule a sync.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the date and time of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who is participating in the sync?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "whole team.",
"questions_remaining": 4,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the purpose of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the length of the sync?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "45 minutes.",
"questions_remaining": 2,
"field_revealed": "duration_minutes",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the location of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"webex\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "whole team",
"duration_minutes": 45,
"time": "afternoon"
},
"critical_fields": [
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "webex",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"duration_minutes",
"participants"
]
}
}
],
"elapsed_s": 2.959439277648926
},
{
"seed": 10012,
"task_id": "medium",
"scenario_id": "seed10012_meeting_scheduling_medium",
"family": "meeting_scheduling",
"request": "Set up a meeting.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a meeting.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a meeting.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date and time of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"today.\", \"questions_remaining\": 5, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who are the attendees?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"whole team.\", \"questions_remaining\": 4, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the purpose of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"30 minutes.\", \"questions_remaining\": 2, \"field_revealed\": \"duration_minutes\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a meeting.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the date and time of the meeting?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "today.",
"questions_remaining": 5,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who are the attendees?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "whole team.",
"questions_remaining": 4,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the purpose of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the duration of the meeting?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "30 minutes.",
"questions_remaining": 2,
"field_revealed": "duration_minutes",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the location of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "whole team",
"date": "today",
"time": "evening",
"duration_minutes": 30,
"platform": "google-meet"
},
"critical_fields": [
"date",
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"date",
"duration_minutes",
"participants"
]
}
}
],
"elapsed_s": 2.9733023643493652
},
{
"seed": 10012,
"task_id": "hard",
"scenario_id": "seed10012_meeting_scheduling_hard",
"family": "meeting_scheduling",
"request": "Set up a meeting.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a meeting.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a meeting.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date and time of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"today.\", \"questions_remaining\": 5, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who are the attendees?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"whole team.\", \"questions_remaining\": 4, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the purpose of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"30 minutes.\", \"questions_remaining\": 2, \"field_revealed\": \"duration_minutes\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a meeting.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the date and time of the meeting?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "today.",
"questions_remaining": 5,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who are the attendees?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "whole team.",
"questions_remaining": 4,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the purpose of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the duration of the meeting?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "30 minutes.",
"questions_remaining": 2,
"field_revealed": "duration_minutes",
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the location of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "whole team",
"date": "today",
"time": "evening",
"duration_minutes": 30,
"platform": "google-meet"
},
"critical_fields": [
"date",
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"date",
"duration_minutes",
"participants"
]
}
}
],
"elapsed_s": 2.987744092941284
},
{
"seed": 10013,
"task_id": "easy",
"scenario_id": "seed10013_support_triage_easy",
"family": "support_triage",
"request": "I need help with an order.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need help with an order.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need help with an order.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the order number?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Order #7830.\", \"questions_remaining\": 5, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the product or service being ordered?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected delivery date?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's name?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's contact information?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need help with an order.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the order number?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Order #7830.",
"questions_remaining": 5,
"field_revealed": "order_id",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the product or service being ordered?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the expected delivery date?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the customer's name?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the customer's contact information?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#7830",
"refund_or_replace": "store-credit",
"item_issue": "late"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"order_id"
]
}
}
],
"elapsed_s": 2.9234373569488525
},
{
"seed": 10013,
"task_id": "medium",
"scenario_id": "seed10013_support_triage_medium",
"family": "support_triage",
"request": "I need help with an order.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need help with an order.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need help with an order.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the order number?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Order #7830.\", \"questions_remaining\": 5, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the product or service being ordered?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the expected delivery date?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's name?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's contact information?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Please reach me by chat.\", \"questions_remaining\": 1, \"field_revealed\": \"channel_preferred\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need help with an order.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the order number?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Order #7830.",
"questions_remaining": 5,
"field_revealed": "order_id",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the product or service being ordered?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the expected delivery date?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the customer's name?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the customer's contact information?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Please reach me by chat.",
"questions_remaining": 1,
"field_revealed": "channel_preferred",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#7830",
"item_issue": "never-arrived",
"refund_or_replace": "store-credit",
"urgency": "medium",
"channel_preferred": "chat"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace",
"urgency"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"channel_preferred",
"order_id"
]
}
}
],
"elapsed_s": 2.9074926376342773
},
{
"seed": 10013,
"task_id": "hard",
"scenario_id": "seed10013_support_triage_hard",
"family": "support_triage",
"request": "I need help with an order.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nI need help with an order.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"I need help with an order.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the order number?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"Order #7830.\", \"questions_remaining\": 5, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's name?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's name?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's name?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the customer's name?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "I need help with an order.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "support_triage",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the order number?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "Order #7830.",
"questions_remaining": 5,
"field_revealed": "order_id",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the customer's name?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the customer's name?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the customer's name?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the customer's name?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I don't really know \u2014 does it matter?",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"order_id": "#7830",
"item_issue": "never-arrived",
"refund_or_replace": "store-credit",
"urgency": "medium",
"channel_preferred": "chat"
},
"critical_fields": [
"item_issue",
"order_id",
"refund_or_replace",
"urgency"
],
"required_keys": [
"order_id",
"item_issue",
"refund_or_replace"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"order_id"
]
}
}
],
"elapsed_s": 2.875108480453491
},
{
"seed": 10014,
"task_id": "easy",
"scenario_id": "seed10014_meeting_scheduling_easy",
"family": "meeting_scheduling",
"request": "Set up a meeting.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSet up a meeting.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Set up a meeting.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date and time of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who are the participants?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"whole team.\", \"questions_remaining\": 4, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the purpose of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the location of the meeting?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Set up a meeting.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the date and time of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who are the participants?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "whole team.",
"questions_remaining": 4,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the purpose of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the duration of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the location of the meeting?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"time": "flexible",
"participants": "whole team"
},
"critical_fields": [
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"participants"
]
}
}
],
"elapsed_s": 2.943586826324463
},
{
"seed": 10014,
"task_id": "medium",
"scenario_id": "seed10014_meeting_scheduling_medium",
"family": "meeting_scheduling",
"request": "Get a call on the calendar.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 4,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nGet a call on the calendar.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What time would you like to schedule the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"morning.\", \"questions_remaining\": 5, \"field_revealed\": \"time\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Where would you like to have the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Do you prefer a video call or a voice call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Is there a specific location you prefer for the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"webhook\\\", \\\"scale\\\": \\\"1000 users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Get a call on the calendar.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What time would you like to schedule the call?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "morning.",
"questions_remaining": 5,
"field_revealed": "time",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Where would you like to have the call?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Do you prefer a video call or a voice call?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Is there a specific location you prefer for the call?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"webhook\", \"scale\": \"1000 users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "just me and X",
"date": "next week",
"time": "morning",
"platform": "phone"
},
"critical_fields": [
"date",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "webhook",
"scale": "1000 users"
},
"parse_error": null,
"questions_asked": 4,
"fields_revealed": [
"time"
]
}
}
],
"elapsed_s": 2.7122974395751953
},
{
"seed": 10014,
"task_id": "hard",
"scenario_id": "seed10014_meeting_scheduling_hard",
"family": "meeting_scheduling",
"request": "Get a call on the calendar.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nGet a call on the calendar.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What time would you like to schedule the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"flexible.\", \"questions_remaining\": 5, \"field_revealed\": \"time\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who should be invited to the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"external client.\", \"questions_remaining\": 4, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the purpose of the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred communication method (email, phone, etc.)?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred meeting duration (e.g., 30 minutes, 1 hour)?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"30 minutes.\", \"questions_remaining\": 1, \"field_revealed\": \"duration_minutes\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"calendar_scheduling\\\", \\\"scale\\\": \\\"1 call\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Get a call on the calendar.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What time would you like to schedule the call?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "flexible.",
"questions_remaining": 5,
"field_revealed": "time",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Who should be invited to the call?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "external client.",
"questions_remaining": 4,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the purpose of the call?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the preferred communication method (email, phone, etc.)?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred meeting duration (e.g., 30 minutes, 1 hour)?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "30 minutes.",
"questions_remaining": 1,
"field_revealed": "duration_minutes",
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"calendar_scheduling\", \"scale\": \"1 call\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "external client",
"date": "today",
"time": "flexible",
"platform": "google-meet",
"duration_minutes": 30
},
"critical_fields": [
"date",
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "calendar_scheduling",
"scale": "1 call"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"duration_minutes",
"participants",
"time"
]
}
}
],
"elapsed_s": 3.3149445056915283
},
{
"seed": 10015,
"task_id": "easy",
"scenario_id": "seed10015_medical_intake_easy",
"family": "medical_intake",
"request": "Something's off with my health.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Are there any other symptoms you are experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you been experiencing any persistent or worsening symptoms?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any changes in your energy levels or appetite?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Have you experienced any changes in your sleep patterns?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Something's off with my health.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 5,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Are there any other symptoms you are experiencing?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Have you been experiencing any persistent or worsening symptoms?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Have you experienced any changes in your energy levels or appetite?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "Have you experienced any changes in your sleep patterns?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"age_band": "teen",
"duration": "chronic"
},
"critical_fields": [
"age_band",
"duration"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": []
}
}
],
"elapsed_s": 3.1195743083953857
},
{
"seed": 10015,
"task_id": "medium",
"scenario_id": "seed10015_medical_intake_medium",
"family": "medical_intake",
"request": "Something's off with my health.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a nausea.\", \"questions_remaining\": 5, \"field_revealed\": \"primary_symptom\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Are there any other symptoms you would like to mention?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a nausea.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the nausea?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About chronic.\", \"questions_remaining\": 3, \"field_revealed\": \"duration\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Is the nausea accompanied by any other physical symptoms?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a nausea.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the frequency of the nausea?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Something's off with my health.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "It's a nausea.",
"questions_remaining": 5,
"field_revealed": "primary_symptom",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Are there any other symptoms you would like to mention?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "It's a nausea.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the duration of the nausea?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About chronic.",
"questions_remaining": 3,
"field_revealed": "duration",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Is the nausea accompanied by any other physical symptoms?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "It's a nausea.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the frequency of the nausea?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "nausea",
"duration": "chronic",
"severity": "moderate",
"medications": "otc"
},
"critical_fields": [
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"duration",
"primary_symptom"
]
}
}
],
"elapsed_s": 3.037672281265259
},
{
"seed": 10015,
"task_id": "hard",
"scenario_id": "seed10015_medical_intake_hard",
"family": "medical_intake",
"request": "Something's off with my health.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What specific symptoms are you experiencing?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a fever.\", \"questions_remaining\": 5, \"field_revealed\": \"primary_symptom\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Do you have any other symptoms besides the fever?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a fever.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the duration of the fever?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"About chronic.\", \"questions_remaining\": 3, \"field_revealed\": \"duration\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Is the fever accompanied by any other signs or symptoms?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"It's a fever.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the temperature of the fever?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Something's off with my health.",
"task_id": "hard",
"task_title": "High Ambiguity",
"family": "medical_intake",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What specific symptoms are you experiencing?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "It's a fever.",
"questions_remaining": 5,
"field_revealed": "primary_symptom",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Do you have any other symptoms besides the fever?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "It's a fever.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the duration of the fever?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "About chronic.",
"questions_remaining": 3,
"field_revealed": "duration",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Is the fever accompanied by any other signs or symptoms?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "It's a fever.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the temperature of the fever?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "I'm not sure about that, sorry.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"primary_symptom": "fever",
"duration": "chronic",
"severity": "mild",
"medications": "otc",
"prior_conditions": "none",
"age_band": "child"
},
"critical_fields": [
"age_band",
"duration",
"primary_symptom",
"severity"
],
"required_keys": [
"primary_symptom",
"duration",
"severity"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"duration",
"primary_symptom"
]
}
}
],
"elapsed_s": 3.045093059539795
},
{
"seed": 10016,
"task_id": "easy",
"scenario_id": "seed10016_meeting_scheduling_easy",
"family": "meeting_scheduling",
"request": "Get a call on the calendar.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 4,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nGet a call on the calendar.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What time would you like to make the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"evening.\", \"questions_remaining\": 5, \"field_revealed\": \"time\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Where would you like to make the call?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Who would like to be the caller?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"just me and X.\", \"questions_remaining\": 3, \"field_revealed\": \"participants\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"Do you want to include any other participants?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"just me and X.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": true, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Get a call on the calendar.",
"task_id": "easy",
"task_title": "Mild Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What time would you like to make the call?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "evening.",
"questions_remaining": 5,
"field_revealed": "time",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "Where would you like to make the call?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "Who would like to be the caller?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "just me and X.",
"questions_remaining": 3,
"field_revealed": "participants",
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "Do you want to include any other participants?"
},
"reward": -0.02,
"done": false,
"result": {
"answer": "just me and X.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": true,
"over_cap": false
}
},
{
"step": 5,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "just me and X",
"time": "evening",
"duration_minutes": 90
},
"critical_fields": [
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 4,
"fields_revealed": [
"participants",
"time"
]
}
}
],
"elapsed_s": 2.6570355892181396
},
{
"seed": 10016,
"task_id": "medium",
"scenario_id": "seed10016_meeting_scheduling_medium",
"family": "meeting_scheduling",
"request": "Schedule a sync.",
"final_score": 0.0,
"score_breakdown": {
"FormatCheckRubric": 0.0
},
"questions_asked": 5,
"format_pass": null,
"parse_error": null,
"messages": [
{
"role": "system",
"content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
},
{
"role": "user",
"content": "USER REQUEST:\nSchedule a sync.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
},
{
"role": "assistant",
"content": "TOOL: get_task_info\nARGS: {}"
},
{
"role": "user",
"content": "{\"request\": \"Schedule a sync.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the date and time of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"this week.\", \"questions_remaining\": 5, \"field_revealed\": \"date\", \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the time zone for the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the frequency of the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the participant limit for the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: ask_question\nARGS: {\"question\": \"What is the preferred method of communication for the sync?\"}"
},
{
"role": "user",
"content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
},
{
"role": "assistant",
"content": "TOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}"
}
],
"trace": [
{
"step": 0,
"tool": "get_task_info",
"args": {},
"reward": 0.0,
"done": false,
"result": {
"request": "Schedule a sync.",
"task_id": "medium",
"task_title": "Moderate Ambiguity",
"family": "meeting_scheduling",
"questions_remaining": 6,
"instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
}
},
{
"step": 1,
"tool": "ask_question",
"args": {
"question": "What is the date and time of the sync?"
},
"reward": 0.05,
"done": false,
"result": {
"answer": "this week.",
"questions_remaining": 5,
"field_revealed": "date",
"duplicate": false,
"over_cap": false
}
},
{
"step": 2,
"tool": "ask_question",
"args": {
"question": "What is the time zone for the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 4,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 3,
"tool": "ask_question",
"args": {
"question": "What is the frequency of the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 3,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 4,
"tool": "ask_question",
"args": {
"question": "What is the participant limit for the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 2,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 5,
"tool": "ask_question",
"args": {
"question": "What is the preferred method of communication for the sync?"
},
"reward": 0.02,
"done": false,
"result": {
"answer": "No preference, you choose.",
"questions_remaining": 1,
"field_revealed": null,
"duplicate": false,
"over_cap": false
}
},
{
"step": 6,
"tool": "propose_plan",
"args": {
"plan": "{\"stack\": \"python+fastapi\", \"scale\": \"1k users\"}"
},
"reward": 0.0,
"done": true,
"result": {
"type": "resolution",
"score": 0.0,
"breakdown": {
"FormatCheckRubric": 0.0
},
"expected_profile": {
"participants": "just me and X",
"date": "this week",
"time": "evening",
"duration_minutes": 30,
"platform": "google-meet"
},
"critical_fields": [
"date",
"duration_minutes",
"participants",
"time"
],
"required_keys": [
"participants",
"date",
"time"
],
"submitted_plan": {
"stack": "python+fastapi",
"scale": "1k users"
},
"parse_error": null,
"questions_asked": 5,
"fields_revealed": [
"date"
]
}
}
],
"elapsed_s": 3.0925228595733643
}
]
}