{
  "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."
  ]
}