Less is more: Recursive reasoning with tiny networks (alexiajm.github.io) | HN Screenshots

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Screenshot of arxiv.org: LIMO: Less Is More for Reasoning

LIMO: Less Is More for Reasoning (arxiv.org)

376 points by trott 1 year ago | 126 comments

arXiv paper presenting LIMO, a model showing complex math reasoning in LLMs can be elicited with only 817 curated training samples.

llm-reasoning fine-tuning mathematical-reasoning data-efficiency

Screenshot of arxiv.org: Absolute Zero: Reinforced Self-Play Reasoning with Zero Data

Absolute Zero: Reinforced Self-Play Reasoning with Zero Data (arxiv.org)

63 points by leodriesch 1 year ago | 15 comments

Screenshot of arxiv.org: Recursive Language Models

Recursive Language Models (arxiv.org)

135 points by schmuhblaster 9 months ago | 23 comments

Screenshot of arxiv.org: TinyLoRA – Learning to Reason in 13 Parameters

TinyLoRA – Learning to Reason in 13 Parameters (arxiv.org)

227 points by sorenjan 7 months ago | 42 comments

Screenshot of arxiv.org: Reasoning LLMs are wandering solution explorers

Reasoning LLMs are wandering solution explorers (arxiv.org)

83 points by Surreal4434 1 year ago | 78 comments

Screenshot of arxiv.org: Reasoning models reason well, until they don't

Reasoning models reason well, until they don't (arxiv.org)

191 points by optimalsolver 1 year ago | 178 comments