"chain of thought" Papers

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The Surprising Effectiveness of Negative Reinforcement in LLM Reasoning

Xinyu Zhu, Mengzhou Xia, Zhepei Wei et al.

NeurIPS 2025posterarXiv:2506.01347
74
citations

Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning

Wenkai Yang, Shuming Ma, Yankai Lin et al.

NeurIPS 2025posterarXiv:2502.18080
96
citations

CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution

Alex Gu, Baptiste Roziere, Hugh Leather et al.

ICML 2024poster