{ "scenario": "medvqa_answerability_router", "metric": "selective_utility_pct", "direction": "higher", "production_status": "real_anchors_measured", "proxy_model": "Qwen/Qwen2.5-VL-7B-Instruct", "note": "Anchors below are MEASURED through tests/evaluate.py with the REAL GPU proxy (Qwen/Qwen2.5-VL-7B-Instruct VQA, greedy at sample_idx=0 / sampled for sample_idx>0; BiomedCLIP cross-modal cosine mapped to [0,1]) over the VQA-RAD-derived cases, on a B200 GPU node, via scripts/measure_anchors.py. Models load once per evaluate.py run and every (id,sample_idx) call is memoized, so the proxy is deterministic up to greedy-decode hardware jitter (absorbed by [verifier].config.baseline_tol). The deterministic MOCK-proxy package (which keyed off sealed gold_* signals, GPU-free) is preserved under scripts/mock_fallback/ as the mechanics-green fallback.", "real_proxy": { "vlm": "Qwen/Qwen2.5-VL-7B-Instruct (Apache-2.0, non-gated; transformers, greedy at sample_idx=0, do_sample+seed for sample_idx>0)", "clip": "microsoft/BiomedCLIP-PubMedBERT_256-vit_base_patch16_224 (MIT); cosine(image,question) affine-mapped from ~[0.15,0.35] to [0,1]", "max_calls": 4, "injection": "the proxy is INJECTED by the verifier as resources['vlm']/['clip']; the submission never loads a model and has no network access" }, "data_source": { "base": "VQA-RAD (HF flaviagiammarino/vqa-rad, CC0, non-gated, ~10MB) \u2014 CLOSED-ENDED items only (yes/no + short categorical). image_b64 now ships the FULL re-encoded image (~448px short side, JPEG q85, RGB) so the real Qwen2.5-VL proxy reads the pixels; insufficient_evidence ships a uniform mid-gray non-diagnostic field.", "builder": "scripts/build_router_set.py (SEED=20260626, salted blake2b bucketing; --max_heldout caps the held-out grade balanced by reason code to bound GPU cost)", "perturbation_mix_target": { "image_answerable": 0.45, "mismatched_image_swap": 0.22, "mismatched_image_rewrite": 0.16, "needs_ehr": 0.1, "insufficient_evidence": 0.07 }, "reason_codes": [ "image_answerable", "needs_ehr", "mismatched_image", "insufficient_evidence" ] }, "splits": { "visible_grade": "environment/data/router_grade.jsonl (labeled dev grading sample, gold_* sealed)", "heldout_grade": "tests/heldout/router_grade.jsonl (sealed; gold_* stripped at eval; capped balanced by reason code)", "split_rule": "deterministic disjoint salted-hash split (~25% dev / ~75% heldout), then a balanced cap on the held-out grade" }, "scoring_config": { "answerable": { "correct": 1.0, "wrong": -0.5, "abstain": 0.0 }, "unanswerable": { "answer": -2.0, "abstain_right_reason": 1.0, "abstain_wrong_reason": 0.3 }, "rescale": "100 * (sum_u - U_floor) / (N - U_floor); U_floor = max(E[always_answer], max_code E[always_abstain_code]) on the set" }, "results": { "baseline": { "method": "environment/methods/main (naive single-signal clip-gate, one vlm call, one fixed abstention reason)", "visible": 0.0, "heldout": 0.0 }, "sota": { "method": "solution/solver.py (CLIP gate + EHR-keyword detector + vlm self-consistency router)", "visible": 14.0912185159973, "heldout": 14.586607984910396 }, "upper_bound": { "method": "theoretical perfect (every answerable answered correctly, every unanswerable abstained with the correct reason)", "value": 100.0 }, "floor_checks_heldout": { "constant_always_answer_yes": -307.9358002674993, "constant_always_abstain_image_answerable": -43.6914846188144, "constant_always_abstain_mismatched_image": 0.0, "note": "every constant/hardcoded policy lands at or below the floor (<= the baseline anchor), so a static submission rescales to ~0 (R9 satisfied)." } }, "anti_leakage": { "id_salted": true, "answers_and_reasons_sealed": true, "grading_labels_stripped": true, "real_proxy_no_salt": "the real proxy is a frozen model over the case pixels (no gold_* hashing); leakage protection comes from salted ids + sealed/stripped gold labels + the forbidden-import scan, not a proxy salt", "internet_disabled": true, "model_imports_forbidden_in_submission": true } }