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Multiple-choice Question Answering on MMLU (val)

6,402Answered CountSelf-Abstained
2,867.043,784.774,702.55,620.23Apr 21, 2026

Evaluation results

MethodLinks
Self-AbstainedAbstention strategy=natural (fifth option 'I don’t know')2026.046,40261991.263.671.8
Selective abstention (3 confounded features)P(correct) threshold=0.302026.046,29372889.665.984.1
Selective abstention (3 confounded features)P(correct) threshold=0.402026.045,3891,63276.870.969.1
Selective abstention (3 confounded features)P(correct) threshold=0.502026.044,5222,49964.475.914
Selective abstention (3 confounded features)P(correct) threshold=0.602026.043,7093,31252.881.2919.4
Selective abstention (3 confounded features)P(correct) threshold=0.702026.043,0034,01842.886.5524.6