scrubdata / eval /results /minicpm_check.json
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{
"task": "OpenBMB MiniCPM gate check (sponsor-prize probe) β€” drop a zero-shot MiniCPM planner into the IDENTICAL hospital verify(tau=0.5)+union gate the scaling arm uses, and compare to the shipped Qwen3-4B fine-tune bar (union 0.905@0.413). TIME-BOXED measurement; no Modal; no commits.",
"bar": {
"model": "scrubdata-ft-v6 (Qwen3-4B fine-tune)",
"gated_prec": 0.993, "gated_cov": 0.287,
"union_prec": 0.905, "union_cov": 0.413,
"note": "the shipped operating point on hospital's 509 real errors"
},
"candidate": {
"model": "hf.co/openbmb/MiniCPM3-4B-GGUF:Q4_K_M",
"params_b": 4,
"family": "openbmb/minicpm3",
"source": "Hugging Face GGUF (openbmb/MiniCPM3-4B-GGUF, ungated, Q4_K_M ~2.5GB), pulled via `ollama pull hf.co/openbmb/MiniCPM3-4B-GGUF:Q4_K_M`",
"tiny_titan_fit": "yes β€” a 4B MiniCPM is exactly the Tiny Titan / OpenBMB-sponsor synergy target"
},
"verdict": "REJECT (unrunnable in this environment β€” hardware-serving wall, NOT a capability collapse)",
"demo_safe": false,
"stay_on": "Qwen3-4B fine-tune (scrubdata-ft-v6) for the hackathon",
"what_was_tried": [
"Ollama cloud proxy: minicpm4:4b-cloud, minicpm3:4b-cloud, minicpm-v:cloud, openbmb/minicpm4:cloud, minicpm:cloud, minicpm3:cloud, minicpm4:cloud, openbmb-minicpm:cloud β€” ALL 'file does not exist' (MiniCPM is NOT a cloud-hosted model on this Ollama Cloud account)",
"Ollama registry direct: minicpm3, minicpm β€” manifest 404 (not in the public registry)",
"HF GGUF route: openbmb/MiniCPM3-4B-GGUF:Q4_K_M pulled and loaded SUCCESSFULLY on the local RTX 3060 Ti 8GB"
],
"measurement": {
"harness": "eval/scaling_arm.py (make_cloud_planner -> make_batched_planner(batch_size=4) -> verify_plan(tau=0.5) -> union_plans(mock_plan)); runner eval/minicpm_check.py",
"smoke_test": "trivial prompt -> '{\"ok\": true}' clean JSON (model loads, emits JSON)",
"capability_probe_1col": {
"prompt_chars": 6686, "prompt_eval_tokens": 2062, "gen_tokens": 159,
"wall_s": 36.5, "gen_tok_per_s": 4.36,
"json_valid": true, "has_populated_columns": true,
"interpretation": "ZERO-SHOT MiniCPM3-4B DOES emit a schema-valid plan with a populated columns array β€” capability is present, NOT a gpt-oss/nemotron-style validity collapse"
},
"full_harness_run": {
"result": "TIMED OUT / unmeasurable on local 8GB GPU",
"detail": "the real harness prompt is ~28,337 chars (~9K tokens) per 4-column batch (whole-column value_counts profile). At ~4.4 gen tok/s and prefill-bound on 8GB, a SINGLE batch call exceeded 190s and 270s timeouts in repeated trials; the full batched run (5 batches over hospital's 20 cols) hit its 580s wall without completing. No A100/Modal available (forbidden) and no MiniCPM cloud proxy exists, so the gated/union P@C could not be measured here.",
"gated_prec": null, "gated_cov": null,
"union_prec": null, "union_cov": null,
"validity": null, "runtime_s": null,
"verifier_kept": null, "verifier_dropped": null
}
},
"assessment": {
"vs_bar": "NOT MEASURED β€” the union/gated P@C against 0.905@0.413 could not be produced in this environment (serving throughput, not model behavior).",
"validity_signal": "GOOD β€” single-call zero-shot output is schema-valid with populated column ops; this is the camp of devstral/gemma (valid), not the gpt-oss/nemotron collapse camp. A small valid-JSON 4B that a fine-tune could plausibly push toward the bar β€” but a fine-tune is NOT feasible in 3 days, and even inference is not feasible on this GPU.",
"blocker_class": "HARDWARE/SERVING, not capability. To measure properly you would need: (a) a smaller prompt profile, (b) a bigger local GPU, or (c) a MiniCPM cloud endpoint (none exists on this Ollama Cloud account). None are available within the time-box."
},
"rows": [
{
"model": "scrubdata-ft-v6 (Qwen3-4B fine-tune)",
"params_b": 4, "family": "qwen/qwen3 (fine-tuned)",
"gated_prec": 0.993, "gated_cov": 0.287,
"union_prec": 0.905, "union_cov": 0.413,
"validity": null, "runtime_s": null,
"verifier_kept": 132, "verifier_dropped": 38,
"provenance": "prior measurement (commit aa48108; the shipped bar)"
},
{
"model": "hf.co/openbmb/MiniCPM3-4B-GGUF:Q4_K_M",
"params_b": 4, "family": "openbmb/minicpm3 (zero-shot, local)",
"gated_prec": null, "gated_cov": null,
"union_prec": null, "union_cov": null,
"validity": null, "runtime_s": null,
"verifier_kept": null, "verifier_dropped": null,
"note": "UNMEASURABLE on local RTX 3060 Ti 8GB β€” full-size harness batch call (~9K-token prompt) timed out >270s at ~4.4 gen tok/s; no MiniCPM cloud proxy exists. 1-column capability probe: json_valid=true, populated columns, 36.5s. Verdict REJECT (unrunnable here), stay on Qwen3-4B.",
"provenance": "this run (zero-shot, local; serving wall)"
}
]
}