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Collections including paper arxiv:2501.07301

LLM Reasoning Papers

Papers to improve reasoning capabilities of LLMs

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 21
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Paper • 2403.09629 • Published Mar 14, 2024 • 76
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning

Paper • 2406.12050 • Published Jun 17, 2024 • 19
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 10

about 2 hours ago

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 8
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 45
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 71
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

The Lessons of Developing Process Reward Models in Mathematical Reasoning

Paper • 2501.07301 • Published 5 days ago • 72

Papers to improve reasoning capabilities of language models

The Lessons of Developing Process Reward Models in Mathematical Reasoning

Paper • 2501.07301 • Published 5 days ago • 72

rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Paper • 2501.04519 • Published 10 days ago • 230
Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

Paper • 2501.04682 • Published 9 days ago • 83
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 • 74

rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Paper • 2501.04519 • Published 10 days ago • 230
Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains

Paper • 2501.05707 • Published 8 days ago • 18
The Lessons of Developing Process Reward Models in Mathematical Reasoning

Paper • 2501.07301 • Published 5 days ago • 72

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published 25 days ago • 37
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published 24 days ago • 45
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published 18 days ago • 35
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published 26 days ago • 45

about 20 hours ago

rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Paper • 2501.04519 • Published 10 days ago • 230
Learning an evolved mixture model for task-free continual learning

Paper • 2207.05080 • Published Jul 11, 2022 • 1
EVOLvE: Evaluating and Optimizing LLMs For Exploration

Paper • 2410.06238 • Published Oct 8, 2024 • 1
Smaller Language Models Are Better Instruction Evolvers

Paper • 2412.11231 • Published Dec 15, 2024 • 27

GUI Agents: A Survey

Paper • 2412.13501 • Published about 1 month ago • 24
The Lessons of Developing Process Reward Models in Mathematical Reasoning

Paper • 2501.07301 • Published 5 days ago • 72

about 5 hours ago

STaR: Bootstrapping Reasoning With Reasoning

Paper • 2203.14465 • Published Mar 28, 2022 • 8
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 10
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 74
Marco-o1: Towards Open Reasoning Models for Open-Ended Solutions

Paper • 2411.14405 • Published Nov 21, 2024 • 58

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