rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Paper • 2501.04519 • Published 4 days ago • 185
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though Paper • 2501.04682 • Published 4 days ago • 68
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning Paper • 2410.02884 • Published Oct 3, 2024 • 53
Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue Paper • 2311.07445 • Published Nov 13, 2023
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers Paper • 2408.06195 • Published Aug 12, 2024 • 68
Self-Reflection in LLM Agents: Effects on Problem-Solving Performance Paper • 2405.06682 • Published May 5, 2024 • 3
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Paper • 2408.03314 • Published Aug 6, 2024 • 54
Training Large Language Models to Reason in a Continuous Latent Space Paper • 2412.06769 • Published Dec 9, 2024 • 71
Stream of Search (SoS): Learning to Search in Language Paper • 2404.03683 • Published Apr 1, 2024 • 29
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents Paper • 2408.07199 • Published Aug 13, 2024 • 21
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent Paper • 2312.10003 • Published Dec 15, 2023 • 37
Agent Laboratory: Using LLM Agents as Research Assistants Paper • 2501.04227 • Published 4 days ago • 66