"test-time compute" 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

Exact Expressive Power of Transformers with Padding

Will Merrill, Ashish Sabharwal

NEURIPS 2025arXiv:2505.18948
7
citations

Interpreting Emergent Planning in Model-Free Reinforcement Learning

Thomas Bush, Stephen Chung, Usman Anwar et al.

ICLR 2025arXiv:1901.03559
125
citations

Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers

Shalev Lifshitz, Sheila A. McIlraith, Yilun Du

COLM 2025paperarXiv:2502.20379
31
citations

Rank1: Test-Time Compute for Reranking in Information Retrieval

Orion Weller, Kathryn Ricci, Eugene Yang et al.

COLM 2025paperarXiv:2502.18418
47
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