#434 · Primary category: Education & Research

Awesome-MCoT

chain-of-thought cot deepseek-r1 instruction-tuning large-vision-language-model mcts mllm-reasoning multimodal multimodal-chain-of-thought multimodal-large-language-models openai-o1 reasoning slow-thinking survey system-2

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Project last updated:05/22/26

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Why we included this project

Multimodal chain-of-thought reasoning is moving fast, and this repository is the companion index to the first systematic survey of the field. It is a paper-by-paper map that tracks step-by-step reasoning in multimodal large language models across images, video, speech, audio, 3D data, and structured inputs, paired with a taxonomy and a running timeline from the arXiv paper. That makes it easy to see how techniques like MCTS, instruction tuning, and slow-thinking models have evolved, and which applications, from robotics to healthcare to autonomous driving, are getting real attention. For teams weighing whether to build on reasoning-capable multimodal models, the list is a practical way to find the key papers worth reading before committing to an approach.

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