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Question Answering on HotpotQA (Pearson r)

0.94Pearson rCoT-SC
-0.01680.23160.480.7284Jun 11, 2026

Evaluation results

MethodLinks
CoT-SCK=3, Format=continuous2026.060.94
CoT-SCK=10, Format=continuous2026.060.93
OCFormat=binarized at 0.5, Signal=paper’s primary2026.060.92
OCFormat=continuous2026.060.92
decomposed-SCK=102026.060.67
naive direct-answer SCK=10, Mechanism=ablation2026.060.53
−HK=10, Format=continuous2026.060.52
naive direct-answer SCK=3, Mechanism=ablation2026.060.5
RLHFlow-PRMMechanism=min over steps2026.060.48
P(True)Format=continuous, Models=9 models2026.060.02
Skywork-PRMMechanism=min over steps2026.060.02