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Discover the best community collections!

Collections including paper arxiv:2507.15061

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 144
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 139
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60

WebAgent for Information Seeking built by Tongyi Lab

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60
WebWalker: Benchmarking LLMs in Web Traversal

Paper • 2501.07572 • Published Jan 13 • 23
WebSailor: Navigating Super-human Reasoning for Web Agent

Paper • 2507.02592 • Published Jul 3 • 123
WebDancer: Towards Autonomous Information Seeking Agency

Paper • 2505.22648 • Published May 28 • 33

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Magistral

Paper • 2506.10910 • Published Jun 12 • 65
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11 • 55

teknium/OpenHermes-2.5-Mistral-7B

Text Generation • 7B • Updated Feb 19, 2024 • 196k • 879
ByteDance/SDXL-Lightning

Text-to-Image • Updated Apr 3, 2024 • 119k • • 2.11k
google/gemma-7b-it

Text Generation • 9B • Updated Aug 14, 2024 • 133k • 1.22k
dphn/dolphin-2.2.1-mistral-7b

Text Generation • 7B • Updated May 20, 2024 • 980 • 198

Useful Resources

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60
WebDancer: Towards Autonomous Information Seeking Agency

Paper • 2505.22648 • Published May 28 • 33
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16 • 79
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning

Paper • 2509.13305 • Published Sep 16 • 91

WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents

Paper • 2509.06501 • Published Sep 8 • 79
A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code

Paper • 2508.18106 • Published Aug 25 • 345
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2 • 225
Why Language Models Hallucinate

Paper • 2509.04664 • Published Sep 4 • 193

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 510 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23 • 88

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 15
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 58
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29 • 7

Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 144
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 139
Learning to Reason under Off-Policy Guidance

Paper • 2504.14945 • Published Apr 21 • 88

Useful Resources

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60
WebDancer: Towards Autonomous Information Seeking Agency

Paper • 2505.22648 • Published May 28 • 33
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16 • 79
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning

Paper • 2509.13305 • Published Sep 16 • 91

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60

WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents

Paper • 2509.06501 • Published Sep 8 • 79
A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code

Paper • 2508.18106 • Published Aug 25 • 345
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2 • 225
Why Language Models Hallucinate

Paper • 2509.04664 • Published Sep 4 • 193

WebAgent for Information Seeking built by Tongyi Lab

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60
WebWalker: Benchmarking LLMs in Web Traversal

Paper • 2501.07572 • Published Jan 13 • 23
WebSailor: Navigating Super-human Reasoning for Web Agent

Paper • 2507.02592 • Published Jul 3 • 123
WebDancer: Towards Autonomous Information Seeking Agency

Paper • 2505.22648 • Published May 28 • 33

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization

Paper • 2507.15061 • Published Jul 20 • 60

Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Paper • 2506.06395 • Published Jun 5 • 133
Magistral

Paper • 2506.10910 • Published Jun 12 • 65
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11 • 55

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 510 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23 • 88

teknium/OpenHermes-2.5-Mistral-7B

Text Generation • 7B • Updated Feb 19, 2024 • 196k • 879
ByteDance/SDXL-Lightning

Text-to-Image • Updated Apr 3, 2024 • 119k • • 2.11k
google/gemma-7b-it

Text Generation • 9B • Updated Aug 14, 2024 • 133k • 1.22k
dphn/dolphin-2.2.1-mistral-7b

Text Generation • 7B • Updated May 20, 2024 • 980 • 198

GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning

Paper • 2311.12631 • Published Nov 21, 2023 • 15
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 58
VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step

Paper • 2504.01956 • Published Apr 2 • 41
UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding

Paper • 2506.23219 • Published Jun 29 • 7

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