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Chain-of-Thought learning on Exact-trace autoregressive rollout

1PAC RateProper trace-consistency / ConsCoT
0.950.97511.025Jul 8, 2026

Evaluation results

MethodLinks
Proper trace-consistency / ConsCoTLearning rule=Proper trace-consistency / ConsCoT2026.071
Compression-based CoT learnerLearning rule=Compression-based CoT learner2026.071
Online reduction + online-to-batchLearning rule=Online reduction + online-to-batch2026.071
Standard one-inclusion + transductive-to-batch conversionLearning rule=Standard one-inclusion + transductive-to-batch conversion2026.071
Any learning rule / lower boundLearning rule=Any learning rule / lower bound2026.071