"""Final 6-way intersection for the case study, using all real signals. Conditions (all must hold for a base video): Qwen3-Omni: - mute : raw_output starts with 'yes' (hallucinated audio in silence) - swap : raw_output starts with 'yes' (claimed mismatched audio matches) - sync : both delay AND early variants are wrong (sync_is_wrong()) Gemini-3.1-pro-preview: - swap : raw_output starts with 'yes' (claimed mismatched audio matches) - sync : both delay AND early variants are wrong (re-run on pool) - mute : neutral prompt -> OpenAI judge marks correct=False (real hallucination) Writes survivors to /home/ubuntu/case_study_candidates.jsonl with full failure detail. """ import json import re from pathlib import Path # Qwen QWEN_MUTE = "/home/ubuntu/eval_results/mute/mute_qwen3omni_vanilla_promptDirect/eval_results.jsonl" QWEN_SWAP = "/home/ubuntu/eval_results/swap/swap_Qwen_Qwen3-Omni-30B-A3B-Instruct_promptDirect/eval_results.jsonl" QWEN_SYNC = "/home/ubuntu/eval_results/sync/sync_qwen3omni_vanilla/eval_results.jsonl" # Gemini direct swap (the original yes/no eval) GEMINI_SWAP = "/home/ubuntu/eval_results/gemini_mute_sync_swap/swap/swap_gemini_gemini-3.1-pro-preview__promptDirect/eval_results.jsonl" # Gemini results we re-ran on the 45-pool GEMINI_SYNC = "/home/ubuntu/eval_results/case_study_pool/sync/case_study_pool_gemini_sync/eval_results.jsonl" GEMINI_MUTE = "/home/ubuntu/eval_results/case_study_pool/mute/case_study_pool_gemini_mute_neutral/eval_results.jsonl" OUT_PATH = Path("/home/ubuntu/case_study_candidates.jsonl") SYNC_SUFFIX_RE = re.compile(r"_(delay|early)_\d+(?:\.\d+)?s(?=\.mp4$)") DIRECTION_RE = re.compile(r"_(delay|early)_(\d+(?:\.\d+)?)s\.mp4$") def base_of(name): return SYNC_SUFFIX_RE.sub("", name) def direction_of(name): m = DIRECTION_RE.search(name) return m.group(1) if m else None def load_jsonl(path): with open(path) as f: for line in f: line = line.strip() if line: yield json.loads(line) def real_yes_wrong(jsonl_path): """Wrong rows whose raw_output starts with 'yes' (drops empty/ambiguous artifacts).""" out = set() for r in load_jsonl(jsonl_path): if r.get("correct", True): continue if (r.get("raw_output") or "").strip().lower().startswith("yes"): out.add(r["video"]) return out def sync_is_wrong(row): gt_synced = bool(row.get("gt_synced")) pred_synced = bool(row.get("pred_synced")) if gt_synced != pred_synced: return True if not gt_synced and row.get("pred_direction") != row.get("gt_direction"): return True return False def collect_sync_intervention_failures(jsonl_path): """{base: {direction: row_summary}} for wrong delay/early variants only.""" by_base = {} for r in load_jsonl(jsonl_path): v = r["video"] d = direction_of(v) if d is None: continue if sync_is_wrong(r): by_base.setdefault(base_of(v), {})[d] = { "variant": v, "gt": (r.get("gt_direction"), r.get("gt_offset_sec")), "pred_synced": r.get("pred_synced"), "pred": (r.get("pred_direction"), r.get("pred_offset_sec")), } return by_base def main(): qwen_mute_yes = real_yes_wrong(QWEN_MUTE) qwen_swap_yes = real_yes_wrong(QWEN_SWAP) gem_swap_yes = real_yes_wrong(GEMINI_SWAP) qwen_sync_fails = collect_sync_intervention_failures(QWEN_SYNC) gem_sync_fails = collect_sync_intervention_failures(GEMINI_SYNC) qwen_sync_both = {b for b, d in qwen_sync_fails.items() if "delay" in d and "early" in d} gem_sync_both = {b for b, d in gem_sync_fails.items() if "delay" in d and "early" in d} gem_mute_wrong = {r["video"] for r in load_jsonl(GEMINI_MUTE) if not r.get("correct", True)} print("Per-source REAL failure sets:") print(f" qwen mute (yes) : {len(qwen_mute_yes)}") print(f" qwen swap (yes) : {len(qwen_swap_yes)}") print(f" qwen sync (delay&early): {len(qwen_sync_both)}") print(f" gemini swap (yes) : {len(gem_swap_yes)}") print(f" gemini sync (delay&early): {len(gem_sync_both)}") print(f" gemini mute neu (judge wrong): {len(gem_mute_wrong)}") final = ( qwen_mute_yes & qwen_swap_yes & qwen_sync_both & gem_swap_yes & gem_sync_both & gem_mute_wrong ) print(f"\nFinal 6-way intersection: {len(final)} videos\n") qwen_swap_rows = {r["video"]: r for r in load_jsonl(QWEN_SWAP) if not r.get("correct", True)} gem_swap_rows = {r["video"]: r for r in load_jsonl(GEMINI_SWAP) if not r.get("correct", True)} gem_mute_rows = {r["video"]: r for r in load_jsonl(GEMINI_MUTE)} rows = [] for v in sorted(final): gem_mute = gem_mute_rows.get(v, {}) rec = { "video": v, "gemini_swap_audio_from": gem_swap_rows.get(v, {}).get("swapped_from"), "qwen_swap_audio_from": qwen_swap_rows.get(v, {}).get("swapped_from"), "gemini_mute_neutral_raw": (gem_mute.get("raw_output") or "").strip(), "gemini_mute_judge": gem_mute.get("judge_explanation"), "gemini_sync_failures": [gem_sync_fails[v]["delay"], gem_sync_fails[v]["early"]], "qwen_sync_failures": [qwen_sync_fails[v]["delay"], qwen_sync_fails[v]["early"]], } rows.append(rec) print(f"VIDEO: {v}") print(f" swap audio source : {rec['gemini_swap_audio_from']}") print(f" gemini mute neutral raw : {rec['gemini_mute_neutral_raw'][:140]}") for label, fails in (("gemini", rec["gemini_sync_failures"]), ("qwen ", rec["qwen_sync_failures"])): for f in fails: tag = f["variant"].rsplit("_", 1)[-1].rstrip(".mp4") print(f" [{label}] {tag:<8} gt={f['gt']} pred_synced={f['pred_synced']} pred={f['pred']}") print() with open(OUT_PATH, "w") as f: for rec in rows: f.write(json.dumps(rec, ensure_ascii=False) + "\n") print(f"[saved] {len(rows)} rows -> {OUT_PATH}") if __name__ == "__main__": main()