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Collections including paper arxiv:2507.13348

Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16, 2025 • 48
VideoReasonBench: Can MLLMs Perform Vision-Centric Complex Video Reasoning?

Paper • 2505.23359 • Published May 29, 2025 • 38
OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation

Paper • 2506.02397 • Published Jun 3, 2025 • 36
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79

Efficient Reasoning Vision Language Model

Senqiao/VisionThink-Smart-Train

Viewer • Updated Jul 23, 2025 • 38.3k • 357 • 1
Senqiao/VisionThink-General-Val

Preview • Updated Jul 23, 2025 • 58
Senqiao/VisionThink-Smart-Val

Preview • Updated Jul 23, 2025 • 47
Senqiao/VisionThink-General-Train

Viewer • Updated Jul 23, 2025 • 137k • 414 • 3

MiCo: Multi-image Contrast for Reinforcement Visual Reasoning

Paper • 2506.22434 • Published Jun 27, 2025 • 10
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79
RewardDance: Reward Scaling in Visual Generation

Paper • 2509.08826 • Published Sep 10, 2025 • 73
Grasp Any Region: Towards Precise, Contextual Pixel Understanding for Multimodal LLMs

Paper • 2510.18876 • Published Oct 21, 2025 • 37

Vision Reasoning

Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Paper • 2505.15966 • Published May 21, 2025 • 53
GRIT: Teaching MLLMs to Think with Images

Paper • 2505.15879 • Published May 21, 2025 • 13
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models

Paper • 2505.16854 • Published May 22, 2025 • 11
VLM-R^3: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought

Paper • 2505.16192 • Published May 22, 2025 • 12

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79
Being-H0: Vision-Language-Action Pretraining from Large-Scale Human Videos

Paper • 2507.15597 • Published Jul 21, 2025 • 34

Visual Language Models

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79

Robust Multimodal Large Language Models Against Modality Conflict

Paper • 2507.07151 • Published Jul 9, 2025 • 6
One Token to Fool LLM-as-a-Judge

Paper • 2507.08794 • Published Jul 11, 2025 • 32
Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
KV Cache Steering for Inducing Reasoning in Small Language Models

Paper • 2507.08799 • Published Jul 11, 2025 • 40

MLLM Reasoning, Rewarding, and Understanding

Papers on the reasoning, rewarding, and understanding of the MLLMs and LLMs

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30, 2025 • 282
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

Paper • 2506.02096 • Published Jun 2, 2025 • 52
OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation

Paper • 2506.02397 • Published Jun 3, 2025 • 36
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146

Multimodal Modals

MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79

Reasoning with Sampling: Your Base Model is Smarter Than You Think

Paper • 2510.14901 • Published Oct 16, 2025 • 48
VideoReasonBench: Can MLLMs Perform Vision-Centric Complex Video Reasoning?

Paper • 2505.23359 • Published May 29, 2025 • 38
OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation

Paper • 2506.02397 • Published Jun 3, 2025 • 36
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79
Being-H0: Vision-Language-Action Pretraining from Large-Scale Human Videos

Paper • 2507.15597 • Published Jul 21, 2025 • 34

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79

Visual Language Models

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79

Efficient Reasoning Vision Language Model

Senqiao/VisionThink-Smart-Train

Viewer • Updated Jul 23, 2025 • 38.3k • 357 • 1
Senqiao/VisionThink-General-Val

Preview • Updated Jul 23, 2025 • 58
Senqiao/VisionThink-Smart-Val

Preview • Updated Jul 23, 2025 • 47
Senqiao/VisionThink-General-Train

Viewer • Updated Jul 23, 2025 • 137k • 414 • 3

Robust Multimodal Large Language Models Against Modality Conflict

Paper • 2507.07151 • Published Jul 9, 2025 • 6
One Token to Fool LLM-as-a-Judge

Paper • 2507.08794 • Published Jul 11, 2025 • 32
Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
KV Cache Steering for Inducing Reasoning in Small Language Models

Paper • 2507.08799 • Published Jul 11, 2025 • 40

MiCo: Multi-image Contrast for Reinforcement Visual Reasoning

Paper • 2506.22434 • Published Jun 27, 2025 • 10
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79
RewardDance: Reward Scaling in Visual Generation

Paper • 2509.08826 • Published Sep 10, 2025 • 73
Grasp Any Region: Towards Precise, Contextual Pixel Understanding for Multimodal LLMs

Paper • 2510.18876 • Published Oct 21, 2025 • 37

MLLM Reasoning, Rewarding, and Understanding

Papers on the reasoning, rewarding, and understanding of the MLLMs and LLMs

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30, 2025 • 282
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

Paper • 2506.02096 • Published Jun 2, 2025 • 52
OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation

Paper • 2506.02397 • Published Jun 3, 2025 • 36
ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

Paper • 2505.24864 • Published May 30, 2025 • 146

Vision Reasoning

Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Paper • 2505.15966 • Published May 21, 2025 • 53
GRIT: Teaching MLLMs to Think with Images

Paper • 2505.15879 • Published May 21, 2025 • 13
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models

Paper • 2505.16854 • Published May 22, 2025 • 11
VLM-R^3: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought

Paper • 2505.16192 • Published May 22, 2025 • 12

Multimodal Modals

MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning

Paper • 2507.13348 • Published Jul 17, 2025 • 79

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