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Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark
30 October 2025
Ziyu Guo
Xinyan Chen
Renrui Zhang
Ruichuan An
Yu Qi
Dongzhi Jiang
Xiangtai Li
M. Zhang
Jiaming Song
Pheng-Ann Heng
VGen
LRM
Re-assign community
ArXiv (abs)
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HuggingFace (31 upvotes)
Papers citing
"Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark"
5 / 5 papers shown
Self-Empowering VLMs: Achieving Hierarchical Consistency via Self-Elicited Knowledge Distillation
Wei Yang
Yiran Zhu
Zilin Li
Xunjia Zhang
Hongtao Wang
VLM
131
0
0
23 Nov 2025
Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation
Ziyu Guo
Renrui Zhang
Hongyu Li
M. Zhang
Xinyan Chen
Sifan Wang
Yan Feng
Peng Pei
Pheng-Ann Heng
245
4
0
20 Nov 2025
Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks
Cheng Yang
Haiyuan Wan
Yiran Peng
Xin Cheng
Quan Shi
...
Junchi Yu
Xinlei Yu
Xiawu Zheng
D. Zhou
Chenglin Wu
ReLM
LRM
312
0
0
19 Nov 2025
TiViBench: Benchmarking Think-in-Video Reasoning for Video Generative Models
Harold Haodong Chen
Disen Lan
Wen-Jie Shu
Qingyang Liu
Zihan Wang
...
Hongfei Zhang
Zixin Zhang
Rongjin Guo
Yu Cheng
Ying-Cong Chen
VGen
LRM
358
2
0
17 Nov 2025
Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm
Jingqi Tong
Yurong Mou
Hangcheng Li
Mingzhe Li
Y. Yang
...
Y. Zheng
Xinchi Chen
Jun Zhao
Xuanjing Huang
Xipeng Qiu
VGen
LRM
344
8
0
06 Nov 2025
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