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qwen3-4b-file-ops-distilled/eval_report.json
ModelHub XC e45d6fdcda 初始化项目,由ModelHub XC社区提供模型
Model: posttrainllm/qwen3-4b-file-ops-distilled
Source: Original Platform
2026-08-05 20:55:16 +08:00

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{
"id": "qwen3-4b-file-ops-distilled",
"updated": "2026-06-19",
"artifact": "hf://models/sarthakagrawal927/qwen3-4b-file-ops-distilled",
"base": "Qwen/Qwen3-4B-Instruct-2507",
"precision": "bf16",
"training_method": "frontier/gold trajectory distillation on GorillaFileSystem multi-turn tasks",
"scores": [
{
"suite": "file_ops_hard_gate",
"n": 12,
"stock_4b": 0.58,
"distilled_4b": 1.0,
"frontier": 1.0,
"source": "docs/learn/tool-calling-frontier-parity.md#81-climbing-the-cliff--frontier-trajectory-distillation-2026-06-16"
},
{
"suite": "file_ops_hardgen_heldout",
"n": 40,
"stock_4b": 0.6,
"distilled_4b": 0.95,
"source": "docs/learn/tool-calling-frontier-parity.md#81-climbing-the-cliff--frontier-trajectory-distillation-2026-06-16"
},
{
"suite": "out_of_domain_breadth",
"n": 52,
"stock_4b": 0.596,
"distilled_4b": 0.423,
"delta": -0.173,
"source": "docs/learn/tool-calling-frontier-parity.md#84-breadth--narrow-distillation-causes-negative-transfer-2026-06-16"
}
],
"verdict": "ship only as a routed file-ops specialist; do not use as the general planner",
"caveats": [
"The out-of-domain breadth ceiling is not frontier-validated yet.",
"The negative-transfer result is relative and directly comparable: same 52 tasks, same prompt, stock vs distilled.",
"The model is a fused full HF/MLX directory, not a small adapter package."
]
}