multimodal-reasoning

We introduce 'Thinking with Video', a new paradigm leveraging video generation for multimodal reasoning. Our VideoThinkBench shows that Sora-2 surpasses GPT5 by 10% on eyeballing puzzles and reaches 69% accuracy on MMMU.

[CVPR 2026] Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens

Official code for NeurIPS 2025 paper "GRIT: Teaching MLLMs to Think with Images"

[CVPR 2026] OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe

Official repository for "Visual Generation Unlocks Human-Like Reasoning through Multimodal World Models", https://arxiv.org/abs/2601.19834

Latest Advances on (RL based) Multimodal Reasoning and Generation in Multimodal LLMs

[CVPR2026] Official codebase for the paper "Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space"

A Comprehensive Survey on Evaluating Reasoning Capabilities in Multimodal Large Language Models.

[ICLR 2026 Oral & ICML 2026] Generative Universal Verifier as Multimodal Meta-Reasoner

ThinkJEPA: Empowering Latent World Models with Large Vision-Language Reasoning Model

Rui Qian, Xin Yin, Dejing Dou†: Reasoning to Attend: Try to Understand How <SEG> Token Works (CVPR 2025)

[NeurIPS 2025] Official implementation for the paper "SeePhys: Does Seeing Help Thinking? -- Benchmarking Vision-Based Physics Reasoning"

[CVPR 2026] AdaptVision: Efficient Vision-Language Models via Adaptive Visual Acquisition

WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning

[ICLR 2026] SceneCOT: Eliciting Grounded Chain-of-Thought Reasoning in 3D Scenes

HoloGeo: Evidence-driven VLM for robust image geo-localization and landmark-bias mitigation.

[ICLR 2026]🌴 ARES is an open-source framework for adaptive multimodal reasoning, featuring a two-stage pipeline—Adaptive Cold-Start and Entropy-Shaped Policy Optimization—to balance reasoning depth and efficiency.

Project COLON-X (Shaping the neXt frontier in intelligent COLONoscopy)

Repository to train multimodal latent reasoning tokens for Qwen 2.5 VL.

Code and dataset for TurtleBench: A Visual Programming Benchmark in Turtle Geometry