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Expert Question Answering on GPQA MC All Non-Easy

13.6Recovery RateQA
11.72812.21412.713.186Feb 9, 2026

Evaluation results

MethodLinks
QAProtocol=haiku→opus→haiku2026.0213.61526060.001
QA+Protocol=opus→opus→haiku2026.0212.1152——
Bit-Limited Chain-of-Thought (BL-CoT)Protocol=haiku→haiku→haiku2026.0211.8152——