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Xueda Shen

1 accepted papers

2026

ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning

ICML 2026poster

Large Reasoning Models (LRMs) have achieved remarkable progress thanks to Reinforcement Learning with Verifiable Rewards (RLVR) on Chain-of-Thoughts (CoTs). However, since long CoTs naturally contain trial and errors and mainstream RLVR approaches choose outcome-correct CoT trajectories for memoriza…

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