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Reasoning with Sampling: Your Base Model is Smarter Than You Think

Reasoning with Sampling: Your Base Model is Smarter Than You Think

Aayush Karan
Yilun Du
ArXiv (abs)PDFHTMLHuggingFace (43 upvotes)

Papers citing "Reasoning with Sampling: Your Base Model is Smarter Than You Think"

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Title
Certified Self-Consistency: Statistical Guarantees and Test-Time Training for Reliable Reasoning in LLMs
Certified Self-Consistency: Statistical Guarantees and Test-Time Training for Reliable Reasoning in LLMs
Paula Cordero-Encinar
Andrew Duncan
LRM
117
1
0
20 Oct 2025