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Collections including paper arxiv:2506.24119

Absolute Zero: Reinforced Self-play Reasoning with Zero Data

Paper • 2505.03335 • Published May 6, 2025 • 189
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers

Paper • 2408.06195 • Published Aug 12, 2024 • 73
Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR

Paper • 2508.14029 • Published Aug 19, 2025 • 118
Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play

Paper • 2509.25541 • Published Sep 29, 2025 • 140

SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning

Paper • 2506.24119 • Published Jun 30, 2025 • 50

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

Paper • 2506.06395 • Published Jun 5, 2025 • 133
Magistral

Paper • 2506.10910 • Published Jun 12, 2025 • 66
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8, 2025 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11, 2025 • 55

MOSAIC: Modeling Social AI for Content Dissemination and Regulation in Multi-Agent Simulations

Paper • 2504.07830 • Published Apr 10, 2025 • 18
WORLDMEM: Long-term Consistent World Simulation with Memory

Paper • 2504.12369 • Published Apr 16, 2025 • 35
Towards a Unified Copernicus Foundation Model for Earth Vision

Paper • 2503.11849 • Published Mar 14, 2025 • 4
VMem: Consistent Interactive Video Scene Generation with Surfel-Indexed View Memory

Paper • 2506.18903 • Published Jun 23, 2025 • 22

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 40
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models

Paper • 2402.07754 • Published Feb 12, 2024
Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models

Paper • 2505.10446 • Published May 15, 2025
A Survey on Latent Reasoning

Paper • 2507.06203 • Published Jul 8, 2025 • 93
Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning

Paper • 2505.16782 • Published May 22, 2025 • 1

spiral-rl/Spiral-Qwen3-4B

Text Generation • 4B • Updated Jul 5, 2025 • 2 • 4
spiral-rl/Spiral-DeepSeek-R1-Distill-Qwen-7B

Text Generation • 8B • Updated Jul 5, 2025 • 4 • 2
spiral-rl/Spiral-Kuhn-Poker-Qwen3-32B-SFT

Viewer • Updated Jul 5, 2025 • 25.5k • 32
SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning

Paper • 2506.24119 • Published Jun 30, 2025 • 50

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 319 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Paper • 2402.15506 • Published Feb 23, 2024 • 17
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent

Paper • 2404.03648 • Published Apr 4, 2024 • 29
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

Paper • 2405.19893 • Published May 30, 2024 • 33
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Paper • 2405.19888 • Published May 30, 2024 • 7

Absolute Zero: Reinforced Self-play Reasoning with Zero Data

Paper • 2505.03335 • Published May 6, 2025 • 189
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers

Paper • 2408.06195 • Published Aug 12, 2024 • 73
Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR

Paper • 2508.14029 • Published Aug 19, 2025 • 118
Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play

Paper • 2509.25541 • Published Sep 29, 2025 • 140

Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models

Paper • 2402.07754 • Published Feb 12, 2024
Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models

Paper • 2505.10446 • Published May 15, 2025
A Survey on Latent Reasoning

Paper • 2507.06203 • Published Jul 8, 2025 • 93
Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning

Paper • 2505.16782 • Published May 22, 2025 • 1

SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning

Paper • 2506.24119 • Published Jun 30, 2025 • 50

spiral-rl/Spiral-Qwen3-4B

Text Generation • 4B • Updated Jul 5, 2025 • 2 • 4
spiral-rl/Spiral-DeepSeek-R1-Distill-Qwen-7B

Text Generation • 8B • Updated Jul 5, 2025 • 4 • 2
spiral-rl/Spiral-Kuhn-Poker-Qwen3-32B-SFT

Viewer • Updated Jul 5, 2025 • 25.5k • 32
SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning

Paper • 2506.24119 • Published Jun 30, 2025 • 50

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

Paper • 2506.06395 • Published Jun 5, 2025 • 133
Magistral

Paper • 2506.10910 • Published Jun 12, 2025 • 66
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs

Paper • 2506.07240 • Published Jun 8, 2025 • 7
Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation

Paper • 2506.09991 • Published Jun 11, 2025 • 55

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 319 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 38
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

MOSAIC: Modeling Social AI for Content Dissemination and Regulation in Multi-Agent Simulations

Paper • 2504.07830 • Published Apr 10, 2025 • 18
WORLDMEM: Long-term Consistent World Simulation with Memory

Paper • 2504.12369 • Published Apr 16, 2025 • 35
Towards a Unified Copernicus Foundation Model for Earth Vision

Paper • 2503.11849 • Published Mar 14, 2025 • 4
VMem: Consistent Interactive Video Scene Generation with Surfel-Indexed View Memory

Paper • 2506.18903 • Published Jun 23, 2025 • 22

AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Paper • 2402.15506 • Published Feb 23, 2024 • 17
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent

Paper • 2404.03648 • Published Apr 4, 2024 • 29
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

Paper • 2405.19893 • Published May 30, 2024 • 33
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable

Paper • 2405.19888 • Published May 30, 2024 • 7

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 40
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 37
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

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