{ "MBPP loop s0 k=0 (base)": { "overall": { "acc": 0.518, "n": 500, "ci": [ 0.474, 0.561 ] }, "hard": { "acc": 0.05454545454545454, "n": 55, "ci": [ 0.019, 0.149 ] } }, "MBPP loop s0 k=2": { "overall": { "acc": 0.53, "n": 500, "ci": [ 0.486, 0.573 ] }, "hard": { "acc": 0.3090909090909091, "n": 55, "ci": [ 0.203, 0.44 ] } }, "MBPP loop s0 k=4": { "overall": { "acc": 0.536, "n": 500, "ci": [ 0.492, 0.579 ] }, "hard": { "acc": 0.43636363636363634, "n": 55, "ci": [ 0.314, 0.567 ] } }, "MBPP distill s1 k=1 (FF)": { "overall": { "acc": 0.544, "n": 500, "ci": [ 0.5, 0.587 ] }, "hard": { "acc": 0.41818181818181815, "n": 55, "ci": [ 0.297, 0.55 ] } }, "MBPP pause16 k=1": { "overall": { "acc": 0.552, "n": 500, "ci": [ 0.508, 0.595 ] }, "hard": { "acc": 0.36363636363636365, "n": 55, "ci": [ 0.249, 0.496 ] } }, "MBPP stack-train k=4": { "overall": { "acc": 0.524, "n": 500, "ci": [ 0.48, 0.567 ] }, "hard": { "acc": 0.34545454545454546, "n": 55, "ci": [ 0.234, 0.477 ] } }, "MBPP distill-in-loopmode k=2": { "overall": { "acc": 0.458, "n": 500, "ci": [ 0.415, 0.502 ] }, "hard": { "acc": 0.2, "n": 55, "ci": [ 0.116, 0.324 ] } }, "Rust transfer k=0": { "overall": { "acc": 0.5909090909090909, "n": 154, "ci": [ 0.512, 0.665 ] }, "hard": { "acc": 0.08, "n": 25, "ci": [ 0.022, 0.25 ] } }, "Rust transfer k=4": { "overall": { "acc": 0.551948051948052, "n": 154, "ci": [ 0.473, 0.628 ] }, "hard": { "acc": 0.24, "n": 25, "ci": [ 0.115, 0.434 ] } }, "HumanEval loop k=4": { "overall": { "acc": 0.6646341463414634, "n": 164, "ci": [ 0.589, 0.732 ] }, "hard": { "acc": 0.3157894736842105, "n": 38, "ci": [ 0.191, 0.475 ] } }, "HumanEval distill k=1": { "overall": { "acc": 0.6463414634146342, "n": 164, "ci": [ 0.571, 0.715 ] }, "hard": { "acc": 0.23684210526315788, "n": 38, "ci": [ 0.13, 0.392 ] } }, "MBPP best-of-3 (compute-matched)": { "overall": { "acc": 0.572, "n": 500, "ci": [ 0.528, 0.615 ] }, "hard": { "acc": 0.32727272727272727, "n": 55, "ci": [ 0.218, 0.459 ] } }, "MBPP budget-CoT-50": { "overall": { "acc": 0.538, "n": 500, "ci": [ 0.494, 0.581 ] }, "hard": { "acc": 0.4, "n": 55, "ci": [ 0.281, 0.532 ] } }, "distill_seed_spread": { "hard": [ 0.4909090909090909, 0.41818181818181815, 0.5454545454545454, 0.43636363636363634, 0.45454545454545453, 0.4727272727272727, 0.43636363636363634, 0.4 ], "overall": [ 0.55, 0.544, 0.562, 0.546, 0.566, 0.562, 0.564, 0.55 ] }, "loop_seed_spread_hard": [ 0.43636363636363634, 0.41818181818181815, 0.3090909090909091, 0.32727272727272727, 0.38181818181818183 ], "mcnemar": { "loop k=4 vs k=0, overall": { "n": 500, "a_only": 30, "b_only": 39, "p": 0.33555761823401514 }, "loop k=4 vs k=0, hard": { "n": 55, "a_only": 1, "b_only": 22, "p": 5.7220458984375e-06 }, "distill k=1 vs loop k=4, overall": { "n": 500, "a_only": 33, "b_only": 37, "p": 0.7202027723528613 }, "distill k=1 vs loop k=4, hard": { "n": 55, "a_only": 10, "b_only": 9, "p": 1.0 }, "stack-train k=4 vs distill k=1, hard": { "n": 55, "a_only": 10, "b_only": 6, "p": 0.454498291015625 }, "HumanEval loop k=4 vs k=0, overall": { "n": 164, "a_only": 5, "b_only": 18, "p": 0.010622024536132812 }, "HumanEval distill k=1 vs k=0, overall": { "n": 164, "a_only": 7, "b_only": 17, "p": 0.06391465663909912 }, "HumanEval trained vs UNTRAINED merge (k=2), overall": { "n": 164, "a_only": 7, "b_only": 9, "p": 0.803619384765625 }, "Rust loop k=4 vs k=0, overall": { "n": 154, "a_only": 11, "b_only": 5, "p": 0.210113525390625 }, "Rust loop k=4 vs k=0, hard": { "n": 25, "a_only": 0, "b_only": 4, "p": 0.125 }, "bo3-oracle vs loop k=4, overall": { "n": 500, "a_only": 27, "b_only": 48, "p": 0.020298406990107445 }, "bo3-oracle vs loop k=4, hard": { "n": 55, "a_only": 14, "b_only": 9, "p": 0.4048728942871094 }, "bo3-oracle vs distill k=1, overall": { "n": 500, "a_only": 27, "b_only": 44, "p": 0.056814677932839015 }, "bo3-oracle vs distill k=1, hard": { "n": 55, "a_only": 14, "b_only": 10, "p": 0.5412561893463135 }, "bo3-deployable vs loop k=4, overall": { "n": 500, "a_only": 31, "b_only": 38, "p": 0.4703685318581444 }, "bo3-deployable vs loop k=4, hard": { "n": 55, "a_only": 16, "b_only": 7, "p": 0.0931396484375 }, "bo3-deployable vs distill k=1, overall": { "n": 500, "a_only": 31, "b_only": 34, "p": 0.8043170001933986 }, "bo3-deployable vs distill k=1, hard": { "n": 55, "a_only": 15, "b_only": 7, "p": 0.13380050659179688 }, "budget-cot vs loop k=4, overall": { "n": 500, "a_only": 36, "b_only": 37, "p": 1.0 }, "budget-cot vs loop k=4, hard": { "n": 55, "a_only": 14, "b_only": 11, "p": 0.6900379657745361 }, "budget-cot vs distill k=1, overall": { "n": 500, "a_only": 29, "b_only": 26, "p": 0.7877061896700435 }, "budget-cot vs distill k=1, hard": { "n": 55, "a_only": 8, "b_only": 6, "p": 0.79052734375 } }, "best-of-3 ORACLE (any-pass)": { "overall": { "acc": 0.578, "n": 500, "ci": [ 0.534, 0.621 ] }, "hard": { "acc": 0.34545454545454546, "n": 55, "ci": [ 0.234, 0.477 ] } }, "best-of-3 oracle (selector run)": { "overall": { "acc": 0.578, "n": 500, "ci": [ 0.534, 0.621 ] }, "hard": { "acc": 0.34545454545454546, "n": 55, "ci": [ 0.234, 0.477 ] } }, "best-of-3 DEPLOYABLE (logprob-selected)": { "overall": { "acc": 0.55, "n": 500, "ci": [ 0.506, 0.593 ] }, "hard": { "acc": 0.2727272727272727, "n": 55, "ci": [ 0.173, 0.402 ] } }, "pooled_hard_loop": { "base": 5, "arm": 42, "n": 118, "mcnemar": { "n": 118, "a_only": 1, "b_only": 38, "p": 1.4551915228366852e-10 } }, "pooled_hard_distill": { "base": 3, "arm": 32, "n": 93, "mcnemar": { "n": 93, "a_only": 1, "b_only": 30, "p": 2.9802322387695312e-08 } }, "consensus_hard": { "MBPP loop s0 k=4": { "acc": 0.4230769230769231, "n": 52, "ci": [ 0.299, 0.558 ] }, "MBPP distill s1 k=1 (FF)": { "acc": 0.40384615384615385, "n": 52, "ci": [ 0.282, 0.539 ] }, "MBPP stack-train k=4": { "acc": 0.34615384615384615, "n": 52, "ci": [ 0.232, 0.482 ] } } }