{ "method": "Wilcoxon signed-rank test on paired per-sample first-answer-token log-probabilities", "description": "Log P(first correct answer token | input + thoughts + ### separator). v3: Fixed extraction point (### position) AND tokenization (leading space).", "fixes": [ "Appended ### separator token so logits[-1] is at the answer-predicting position", "Tokenized answer with leading space to match model generation format (### Sally...)" ], "bonferroni_k": 5, "adjusted_alpha": 0.01, "results": { "prosqa_id": { "n": 500, "median_diff": 0.0, "mean_diff": 1.9073484480713887e-09, "std_diff": 3.2808333491232266e-08, "wilcoxon_stat": 59.0, "p_value": 0.22669185385013768, "p_bonferroni": 1.0, "effect_size_r": 0.05406474709320131, "z_score": 1.208924496867323, "m3_median_logprob": 0.0, "m5_median_logprob": 0.0, "m3_mean_logprob": -3.814696910353632e-09, "m5_mean_logprob": -1.9073484622822432e-09, "m3_prob_median": 1.0, "m5_prob_median": 1.0, "direction": "equal" }, "7hop": { "n": 1000, "median_diff": 0.0, "mean_diff": 1.5545431362859574e-05, "std_diff": 0.000491480095991523, "wilcoxon_stat": 817.5, "p_value": 2.825225828337809e-10, "p_bonferroni": 1.4126129141689046e-09, "effect_size_r": 0.19947892842275394, "z_score": 6.308077590256019, "m3_median_logprob": 0.0, "m5_median_logprob": 0.0, "m3_mean_logprob": -1.5582147784044765e-05, "m5_mean_logprob": -3.671642118519003e-08, "m3_prob_median": 1.0, "m5_prob_median": 1.0, "direction": "equal" }, "8hop": { "n": 1000, "median_diff": 0.0, "mean_diff": -2.5510785491178468e-08, "std_diff": 3.456691393519963e-07, "wilcoxon_stat": 556.0, "p_value": 6.337349739272441e-11, "p_bonferroni": 3.1686748696362206e-10, "effect_size_r": 0.20667243975845923, "z_score": 6.535556392206708, "m3_median_logprob": 0.0, "m5_median_logprob": 0.0, "m3_mean_logprob": -1.1801690376955776e-08, "m5_mean_logprob": -3.7312475868134245e-08, "m3_prob_median": 1.0, "m5_prob_median": 1.0, "direction": "equal" }, "dag": { "n": 1000, "median_diff": 0.0, "mean_diff": -3.8504580892606554e-08, "std_diff": 2.2670660050335698e-07, "wilcoxon_stat": 1072.5, "p_value": 7.740160468120871e-16, "p_bonferroni": 3.870080234060436e-15, "effect_size_r": 0.25482388020266233, "z_score": 8.058238636423024, "m3_median_logprob": 0.0, "m5_median_logprob": 0.0, "m3_mean_logprob": -6.675716875292892e-09, "m5_mean_logprob": -4.518029776789945e-08, "m3_prob_median": 1.0, "m5_prob_median": 1.0, "direction": "equal" }, "dense": { "n": 1000, "median_diff": 0.0, "mean_diff": 1.8954253092857698e-06, "std_diff": 6.556349770050734e-05, "wilcoxon_stat": 3283.5, "p_value": 4.2083786008929025e-43, "p_bonferroni": 2.104189300446451e-42, "effect_size_r": 0.4352494406715319, "z_score": 13.763795828363676, "m3_median_logprob": 0.0, "m5_median_logprob": 0.0, "m3_mean_logprob": -2.1150066327138006e-06, "m5_mean_logprob": -2.1958132342803083e-07, "m3_prob_median": 1.0, "m5_prob_median": 1.0, "direction": "equal" } } }