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Collections including paper arxiv:2506.23918

OpenThinkIMG is an end-to-end open-source framework that empowers LVLMs to think with images.

Warrieryes/OpenThinkIMG-Chart-Qwen2-2B-VL

2B • Updated May 13, 2025 • 59 • 2
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Paper • 2505.08617 • Published May 13, 2025 • 42
hitsmy/OpenThinkIMG-Chart-SFT-2942

Viewer • Updated May 22, 2025 • 2.94k • 26
hitsmy/OpenThinkIMG-Chart-RL-14501

Viewer • Updated May 24, 2025 • 14.5k • 22

Additional for LLMs

Part I: Tricks or Traps? A Deep Dive into RL for LLM Reasoning

Paper • 2508.08221 • Published Aug 11, 2025 • 50
Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models

Paper • 2508.02120 • Published Aug 4, 2025 • 20
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 233

context-engineering

A Survey of Context Engineering for Large Language Models

Paper • 2507.13334 • Published Jul 17, 2025 • 261
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning

Paper • 2507.16784 • Published Jul 22, 2025 • 122
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

Paper • 2510.04618 • Published Oct 6, 2025 • 129

π^3: Scalable Permutation-Equivariant Visual Geometry Learning

Paper • 2507.13347 • Published Jul 17, 2025 • 66
Voxtral

Paper • 2507.13264 • Published Jul 17, 2025 • 32
SingLoRA: Low Rank Adaptation Using a Single Matrix

Paper • 2507.05566 • Published Jul 8, 2025 • 115
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs

Paper • 2507.09477 • Published Jul 13, 2025 • 88

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
LiveCC: Learning Video LLM with Streaming Speech Transcription at Scale

Paper • 2504.16030 • Published Apr 22, 2025 • 36
Time Blindness: Why Video-Language Models Can't See What Humans Can?

Paper • 2505.24867 • Published May 30, 2025 • 82
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Paper • 2507.01006 • Published Jul 1, 2025 • 251

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13, 2025 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14, 2025 • 19
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6, 2025 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19, 2025 • 48

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90

Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 153
Autoregressive Diffusion Models

Paper • 2110.02037 • Published Oct 5, 2021
EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling

Paper • 2502.09509 • Published Feb 13, 2025 • 8

Things I don't understand yet...

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
LongAnimation: Long Animation Generation with Dynamic Global-Local Memory

Paper • 2507.01945 • Published Jul 2, 2025 • 76
How to Train Your LLM Web Agent: A Statistical Diagnosis

Paper • 2507.04103 • Published Jul 5, 2025 • 52

Abstract Spatial Intelligence

Defining and Evaluating Visual Language Models' Basic Spatial Abilities: A Perspective from Psychometrics

Paper • 2502.11859 • Published Feb 17, 2025
Does Spatial Cognition Emerge in Frontier Models?

Paper • 2410.06468 • Published Oct 9, 2024 • 2
Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Paper • 2506.04633 • Published Jun 5, 2025 • 20
PulseCheck457: A Diagnostic Benchmark for 6D Spatial Reasoning of Large Multimodal Models

Paper • 2502.08636 • Published Feb 12, 2025

OpenThinkIMG is an end-to-end open-source framework that empowers LVLMs to think with images.

Warrieryes/OpenThinkIMG-Chart-Qwen2-2B-VL

2B • Updated May 13, 2025 • 59 • 2
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Paper • 2505.08617 • Published May 13, 2025 • 42
hitsmy/OpenThinkIMG-Chart-SFT-2942

Viewer • Updated May 22, 2025 • 2.94k • 26
hitsmy/OpenThinkIMG-Chart-RL-14501

Viewer • Updated May 24, 2025 • 14.5k • 22

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13, 2025 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14, 2025 • 19
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6, 2025 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19, 2025 • 48

Additional for LLMs

Part I: Tricks or Traps? A Deep Dive into RL for LLM Reasoning

Paper • 2508.08221 • Published Aug 11, 2025 • 50
Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models

Paper • 2508.02120 • Published Aug 4, 2025 • 20
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 233

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90

context-engineering

A Survey of Context Engineering for Large Language Models

Paper • 2507.13334 • Published Jul 17, 2025 • 261
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning

Paper • 2507.16784 • Published Jul 22, 2025 • 122
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

Paper • 2510.04618 • Published Oct 6, 2025 • 129

Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 153
Autoregressive Diffusion Models

Paper • 2110.02037 • Published Oct 5, 2021
EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling

Paper • 2502.09509 • Published Feb 13, 2025 • 8

π^3: Scalable Permutation-Equivariant Visual Geometry Learning

Paper • 2507.13347 • Published Jul 17, 2025 • 66
Voxtral

Paper • 2507.13264 • Published Jul 17, 2025 • 32
SingLoRA: Low Rank Adaptation Using a Single Matrix

Paper • 2507.05566 • Published Jul 8, 2025 • 115
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs

Paper • 2507.09477 • Published Jul 13, 2025 • 88

Things I don't understand yet...

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
LongAnimation: Long Animation Generation with Dynamic Global-Local Memory

Paper • 2507.01945 • Published Jul 2, 2025 • 76
How to Train Your LLM Web Agent: A Statistical Diagnosis

Paper • 2507.04103 • Published Jul 5, 2025 • 52

Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Paper • 2506.23918 • Published Jun 30, 2025 • 90
LiveCC: Learning Video LLM with Streaming Speech Transcription at Scale

Paper • 2504.16030 • Published Apr 22, 2025 • 36
Time Blindness: Why Video-Language Models Can't See What Humans Can?

Paper • 2505.24867 • Published May 30, 2025 • 82
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Paper • 2507.01006 • Published Jul 1, 2025 • 251

Abstract Spatial Intelligence

Defining and Evaluating Visual Language Models' Basic Spatial Abilities: A Perspective from Psychometrics

Paper • 2502.11859 • Published Feb 17, 2025
Does Spatial Cognition Emerge in Frontier Models?

Paper • 2410.06468 • Published Oct 9, 2024 • 2
Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Paper • 2506.04633 • Published Jun 5, 2025 • 20
PulseCheck457: A Diagnostic Benchmark for 6D Spatial Reasoning of Large Multimodal Models

Paper • 2502.08636 • Published Feb 12, 2025

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