"self-improvement" Papers

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Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Kanishk Gandhi, Ayush K Chakravarthy, Anikait Singh et al.

COLM 2025paperarXiv:2503.01307
318
citations

Goedel-Prover: A Frontier Model for Open-Source Automated Theorem Proving

Yong Lin, Shange Tang, Bohan Lyu et al.

COLM 2025paperarXiv:2502.07640
82
citations

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

Wenkai Yang, Shuming Ma, Yankai Lin et al.

NEURIPS 2025arXiv:2502.18080
103
citations