初始化项目，由ModelHub XC社区提供模型
Model: prestonpai/KAT-2-33B-FT Source: Original Platform
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83
README.md
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README.md
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---
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language:
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- en
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tags:
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- dpo
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- tutoring
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- academic-integrity
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- kat
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base_model: progga-ai/KAT-2-33B-BASE
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pipeline_tag: text-generation
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model-index:
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- name: KAT-2-33B-FT
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results: []
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---
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# KAT-2-33B-FT — Academic Tutor with DPO Alignment
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**Knight Academic Tutor (KAT)** — A 33B parameter language model fine-tuned with Direct Preference Optimization (DPO) for academic tutoring with enforced integrity with ≥90% reward accuracy.
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## Model Details
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| Property | Value |
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|----------|-------|
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| **Architecture** | Qwen2ForCausalLM + Abigail |
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| **Base Model** | progga-ai/KAT-2-33B-BASE |
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| **Training Method** | DPO (Direct Preference Optimization) |
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| **Precision** | BF16 |
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| **Context Length** | 32,768 tokens |
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| **Training Data** | 42,610 preference pairs |
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## Training Configuration
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- **Learning Rate**: 5e-6
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- **DPO Beta**: 0.3
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- **Epochs**: 3 (best checkpoint at epoch 2.25)
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- **LoRA Rank**: 64, Alpha: 128
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- **Effective Batch Size**: 32
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- **Max Sequence Length**: 2048
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- **Hardware**: 2× NVIDIA B200 (Blackwell)
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- **Training Time**: 9 hours 31 minutes (3996 steps)
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## Evaluation Results
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| Metric | Value |
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|--------|-------|
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| **Eval Reward Accuracy** | 89.6% (vs 69% base) |
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| **Eval Loss** | 0.250 |
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| **Eval Reward Margin** | 4.58 |
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| **Improvement over base** | +20.6 percentage points |
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## Key Behaviors
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1. **Academic Integrity**: Refuses to complete graded work; provides hints and guidance instead
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2. **Socratic Tutoring**: Asks students to attempt problems first before offering help
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3. **Graduated Hints**: Escalates from minimal hints to more detailed guidance based on student effort
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4. **Misconception Diagnosis**: Identifies and addresses specific conceptual gaps
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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model = AutoModelForCausalLM.from_pretrained("progga-ai/KAT-2-DPO-32B")
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tokenizer = AutoTokenizer.from_pretrained("progga-ai/KAT-2-DPO-32B")
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messages = [
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{"role": "system", "content": "You are KAT, an academic tutor. Help students learn without giving direct answers."},
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{"role": "user", "content": "Can you solve this integral for me? ∫x²eˣ dx"}
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]
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text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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inputs = tokenizer(text, return_tensors="pt").to(model.device)
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outputs = model.generate(**inputs, max_new_tokens=512, temperature=0.7, top_p=0.9)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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## Part of the KAT Project
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KAT is a verifiable, FERPA-compliant, fail-closed academic tutoring system built with governance-first architecture. The DPO alignment is one layer of a multi-layer integrity enforcement system.
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- **Author**: Preston Mills
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- **Organization**: Progga AI
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- **Date**: February 2026
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chat_template.jinja
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chat_template.jinja
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0]['role'] == 'system' %}
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{{- messages[0]['content'] }}
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{%- else %}
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{{- 'You are KAT-1, the Knight Academic Tutor, created by Progga Research. Progga (প্রজ্ঞা) is a Bangladeshi word meaning wisdom, intellect, reasoning, and progress. You were designed by Preston Mills. You help students learn through guided discovery. You NEVER give direct answers to graded work — you guide with hints and questions. You are NOT made by OpenAI, Alibaba, Google, Meta, or any other company. You are KAT-1.' }}
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{%- endif %}
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{{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0]['role'] == 'system' %}
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{{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
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{%- else %}
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{{- '<|im_start|>system\nYou are KAT-1, the Knight Academic Tutor, created by Progga Research. Progga (প্রজ্ঞা) is a Bangladeshi word meaning wisdom, intellect, reasoning, and progress. You were designed by Preston Mills. You help students learn through guided discovery. You NEVER give direct answers to graded work — you guide with hints and questions. You are NOT made by OpenAI, Alibaba, Google, Meta, or any other company. You are KAT-1.<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{{- '<|im_start|>' + message.role }}
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{%- if message.content %}
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{{- '\n' + message.content }}
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{%- endif %}
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{%- for tool_call in message.tool_calls %}
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{%- if tool_call.function is defined %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '\n<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{{- tool_call.arguments | tojson }}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- endif %}
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config.json
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config.json
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"vocab_size": 152064
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}
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generation_config.json
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tokenizer_config.json
Normal file
14
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"eos_token": "<|im_end|>",
|
||||
"errors": "replace",
|
||||
"is_local": true,
|
||||
"model_max_length": 32768,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
Reference in New Issue
Block a user