LLM Reasoning Papers - a philschmid Collection

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LLM Reasoning Papers

LLM Reasoning Papers

updated 19 days ago

Papers to improve reasoning capabilities of LLMs

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13 • 20

Note Summary: https://x.com/_philschmid/status/1828324252853862658
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Paper • 2403.09629 • Published Mar 14 • 73

Note Summary: https://x.com/_philschmid/status/1834864015928950984
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning

Paper • 2406.12050 • Published Jun 17 • 18

Note Summary: https://x.com/_philschmid/status/1835567839102591214
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 9

Note Summary: https://x.com/_philschmid/status/1836296075084234908
V-STaR: Training Verifiers for Self-Taught Reasoners

Paper • 2402.06457 • Published Feb 9 • 8

Note Summary: https://x.com/_philschmid/status/1835936839057740043
Training Language Models to Self-Correct via Reinforcement Learning

Paper • 2409.12917 • Published Sep 19 • 135

Note Summary: https://x.com/_philschmid/status/1837121100196594084
Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Paper • 2406.06592 • Published Jun 5 • 25

Note Summary: https://x.com/_philschmid/status/1838865177116045533
Stream of Search (SoS): Learning to Search in Language

Paper • 2404.03683 • Published Apr 1 • 25

Note Summary: https://x.com/_philschmid/status/1847565606964646077
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Paper • 2408.03314 • Published Aug 6 • 33
Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Paper • 2405.06682 • Published May 5 • 3
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers

Paper • 2408.06195 • Published Aug 12 • 61
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15 • 101
Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue

Paper • 2311.07445 • Published Nov 13, 2023
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives

Paper • 2401.02009 • Published Jan 4 • 1
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Paper • 2410.02884 • Published Oct 3 • 50