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2502.09621
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MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
13 February 2025
Dongzhi Jiang
Renrui Zhang
Ziyu Guo
Yanwei Li
Yu Qi
Xinyan Chen
Liuhui Wang
Jianhan Jin
Claire Guo
Shen Yan
Bo Zhang
Chaoyou Fu
Peng Gao
Jiaming Song
MLLM
LRM
Re-assign community
ArXiv (abs)
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HuggingFace (28 upvotes)
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Papers citing
"MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency"
50 / 70 papers shown
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151
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241
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ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
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LM&Ro
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440
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575
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175
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525
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What Defines Good Reasoning in LLMs? Dissecting Reasoning Steps with Multi-Aspect Evaluation
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281
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A Survey on Agentic Multimodal Large Language Models
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302
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...
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241
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184
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147
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177
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401
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275
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202
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176
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RISE: Enhancing VLM Image Annotation with Self-Supervised Reasoning
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ReLM
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439
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Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation
Junyan Ye
Shihong Deng
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Leqi Zhu
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...
Zhiyuan Yan
Jinghua Yu
Jiaming Song
Conghui He
Weijia Li
VLM
281
61
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13 Aug 2025
MME-Emotion: A Holistic Evaluation Benchmark for Emotional Intelligence in Multimodal Large Language Models
Fan Zhang
Minghan Li
Chong Deng
Xue Yang
Zheng Lian
...
Xian Wu
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Xiangang Li
Jieping Ye
Pheng-Ann Heng
AI4MH
270
5
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Humans Perceive Wrong Narratives from AI Reasoning Texts
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Zohar Elyoseph
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226
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ConfProBench: A Confidence Evaluation Benchmark for MLLM-Based Process Judges
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Yi-Ju Chang
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112
1
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FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging
Zichen Tang
Haihong E
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Zhongjun Yang
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...
Yiling Huang
Xinyi Hu
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Zijian Xie
Shiyao Peng
205
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Pengcheng Qiu
...
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Kun Sun
Weidi Xie
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201
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25 Jun 2025
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185
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191
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Fangming Liu
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314
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Jingze Wu
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410
18
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30 May 2025
THINK-Bench: Evaluating Thinking Efficiency and Chain-of-Thought Quality of Large Reasoning Models
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LLMAG
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286
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DreamPRM: Domain-Reweighted Process Reward Model for Multimodal Reasoning
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Sai Ashish Somayajula
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479
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26 May 2025
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Yifu Luo
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Kai Qin
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489
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24 May 2025
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660
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364
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229
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Danlei Huang
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Hao Li
Le Zhuo
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536
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Panjia Qiu
Chong Chen
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