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Discover the best community collections!

Collections including paper arxiv:2501.05707

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

RL Zero: Zero-Shot Language to Behaviors without any Supervision

Paper • 2412.05718 • Published Dec 7, 2024 • 4
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published 29 days ago • 38
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning

Paper • 2412.15797 • Published 29 days ago • 17
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published 25 days ago • 37

Self-Improving Agents

Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning

Paper • 2410.22304 • Published Oct 29, 2024 • 17
OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization

Paper • 2410.19609 • Published Oct 25, 2024 • 17
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation

Paper • 2411.00412 • Published Nov 1, 2024 • 9
Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning

Paper • 2410.02052 • Published Oct 2, 2024 • 9

Vision Language General

Vision Language General

MEGA-Bench: Scaling Multimodal Evaluation to over 500 Real-World Tasks

Paper • 2410.10563 • Published Oct 14, 2024 • 38
Latent Action Pretraining from Videos

Paper • 2410.11758 • Published Oct 15, 2024 • 2
TVBench: Redesigning Video-Language Evaluation

Paper • 2410.07752 • Published Oct 10, 2024 • 5
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation

Paper • 2501.03225 • Published 12 days ago • 6

Reasoning/System2

Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Paper • 2403.09629 • Published Mar 14, 2024 • 76
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13, 2024 • 21
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 10
V-STaR: Training Verifiers for Self-Taught Reasoners

Paper • 2402.06457 • Published Feb 9, 2024 • 9

More Agents Is All You Need

Paper • 2402.05120 • Published Feb 3, 2024 • 52
OS-Copilot: Towards Generalist Computer Agents with Self-Improvement

Paper • 2402.07456 • Published Feb 12, 2024 • 43
Generative Agents: Interactive Simulacra of Human Behavior

Paper • 2304.03442 • Published Apr 7, 2023 • 12
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Paper • 2310.04406 • Published Oct 6, 2023 • 8

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 146
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 12
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 53
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 45

about 9 hours ago

DocGraphLM: Documental Graph Language Model for Information Extraction

Paper • 2401.02823 • Published Jan 5, 2024 • 35
Understanding LLMs: A Comprehensive Overview from Training to Inference

Paper • 2401.02038 • Published Jan 4, 2024 • 62
DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 181
Attention Where It Matters: Rethinking Visual Document Understanding with Selective Region Concentration

Paper • 2309.01131 • Published Sep 3, 2023 • 1

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