Multimodal Chain-of-Thought Reasoning in Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Zhuosheng, Zhang, Aston, Li, Mu, Zhao, Hai, Karypis, George, Smola, Alex |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
by: Jiang, Dongzhi, et al.
Published: (2025)
by: Jiang, Dongzhi, et al.
Published: (2025)
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models
by: Zhou, Qiji, et al.
Published: (2024)
by: Zhou, Qiji, et al.
Published: (2024)
MemeMind: A Large-Scale Multimodal Dataset with Chain-of-Thought Reasoning for Harmful Meme Detection
by: Gu, Hexiang, et al.
Published: (2025)
by: Gu, Hexiang, et al.
Published: (2025)
StreetviewLLM: Extracting Geographic Information Using a Chain-of-Thought Multimodal Large Language Model
by: Li, Zongrong, et al.
Published: (2024)
by: Li, Zongrong, et al.
Published: (2024)
You Only Look at Screens: Multimodal Chain-of-Action Agents
by: Zhang, Zhuosheng, et al.
Published: (2023)
by: Zhang, Zhuosheng, et al.
Published: (2023)
SPD-Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models
by: Lv, Weijiang, et al.
Published: (2026)
by: Lv, Weijiang, et al.
Published: (2026)
Beyond Symbolic Solving: Multi Chain-of-Thought Voting for Geometric Reasoning in Large Language Models
by: Siddique, Md. Abu Bakor, et al.
Published: (2026)
by: Siddique, Md. Abu Bakor, et al.
Published: (2026)
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning
by: Qi, Yukun, et al.
Published: (2025)
by: Qi, Yukun, et al.
Published: (2025)
Mitigating Misleading Chain-of-Thought Reasoning with Selective Filtering
by: Wu, Yexin, et al.
Published: (2024)
by: Wu, Yexin, et al.
Published: (2024)
Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning
by: Sun, Qi, et al.
Published: (2024)
by: Sun, Qi, et al.
Published: (2024)
Rethinking Chain-of-Thought Reasoning for Videos
by: Zhong, Yiwu, et al.
Published: (2025)
by: Zhong, Yiwu, et al.
Published: (2025)
Compositional Chain-of-Thought Prompting for Large Multimodal Models
by: Mitra, Chancharik, et al.
Published: (2023)
by: Mitra, Chancharik, et al.
Published: (2023)
ViTCoT: Video-Text Interleaved Chain-of-Thought for Boosting Video Understanding in Large Language Models
by: Zhang, Yongheng, et al.
Published: (2025)
by: Zhang, Yongheng, et al.
Published: (2025)
Long Grounded Thoughts: Synthesizing Visual Problems and Reasoning Chains at Scale
by: Acuna, David, et al.
Published: (2025)
by: Acuna, David, et al.
Published: (2025)
Gemini in Reasoning: Unveiling Commonsense in Multimodal Large Language Models
by: Wang, Yuqing, et al.
Published: (2023)
by: Wang, Yuqing, et al.
Published: (2023)
TangramPuzzle: Evaluating Multimodal Large Language Models with Compositional Spatial Reasoning
by: Liu, Daixian, et al.
Published: (2026)
by: Liu, Daixian, et al.
Published: (2026)
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
PCA-Bench: Evaluating Multimodal Large Language Models in Perception-Cognition-Action Chain
by: Chen, Liang, et al.
Published: (2024)
by: Chen, Liang, et al.
Published: (2024)
Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models
by: Sun, Haoyuan, et al.
Published: (2025)
by: Sun, Haoyuan, et al.
Published: (2025)
Robust Multimodal Large Language Models Against Modality Conflict
by: Zhang, Zongmeng, et al.
Published: (2025)
by: Zhang, Zongmeng, et al.
Published: (2025)
Video-Skill-CoT: Skill-based Chain-of-Thoughts for Domain-Adaptive Video Reasoning
by: Lee, Daeun, et al.
Published: (2025)
by: Lee, Daeun, et al.
Published: (2025)
VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection
by: Han, Songhao, et al.
Published: (2024)
by: Han, Songhao, et al.
Published: (2024)
Generalizable Chain-of-Thought Prompting in Mixed-task Scenarios with Large Language Models
by: Zou, Anni, et al.
Published: (2023)
by: Zou, Anni, et al.
Published: (2023)
Improving Chain-of-Thought Efficiency for Autoregressive Image Generation
by: Gu, Zeqi, et al.
Published: (2025)
by: Gu, Zeqi, et al.
Published: (2025)
Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning
by: Zhao, Bingchen, et al.
Published: (2024)
by: Zhao, Bingchen, et al.
Published: (2024)
ESTR-CoT: Towards Explainable and Accurate Event Stream based Scene Text Recognition with Chain-of-Thought Reasoning
by: Wang, Xiao, et al.
Published: (2025)
by: Wang, Xiao, et al.
Published: (2025)
MM-CoT:A Benchmark for Probing Visual Chain-of-Thought Reasoning in Multimodal Models
by: Zhang, Jusheng, et al.
Published: (2025)
by: Zhang, Jusheng, et al.
Published: (2025)
LFTR: Learning-Free Token Reduction for Multimodal Large Language Models
by: Zhao, Zihui, et al.
Published: (2025)
by: Zhao, Zihui, et al.
Published: (2025)
VLM-R$^3$: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought
by: Jiang, Chaoya, et al.
Published: (2025)
by: Jiang, Chaoya, et al.
Published: (2025)
R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO
by: Yao, Huanjin, et al.
Published: (2025)
by: Yao, Huanjin, et al.
Published: (2025)
Generative Universal Verifier as Multimodal Meta-Reasoner
by: Zhang, Xinchen, et al.
Published: (2025)
by: Zhang, Xinchen, et al.
Published: (2025)
A Survey on Evaluation of Multimodal Large Language Models
by: Huang, Jiaxing, et al.
Published: (2024)
by: Huang, Jiaxing, et al.
Published: (2024)
TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models
by: Shangguan, Ziyao, et al.
Published: (2024)
by: Shangguan, Ziyao, et al.
Published: (2024)
Model Composition for Multimodal Large Language Models
by: Chen, Chi, et al.
Published: (2024)
by: Chen, Chi, et al.
Published: (2024)
MLLM-CL: Continual Learning for Multimodal Large Language Models
by: Zhao, Hongbo, et al.
Published: (2025)
by: Zhao, Hongbo, et al.
Published: (2025)
A Survey on Agentic Multimodal Large Language Models
by: Yao, Huanjin, et al.
Published: (2025)
by: Yao, Huanjin, et al.
Published: (2025)
Thinking Like a Botanist: Challenging Multimodal Language Models with Intent-Driven Chain-of-Inquiry
by: Sakib, Syed Nazmus, et al.
Published: (2026)
by: Sakib, Syed Nazmus, et al.
Published: (2026)
Single-to-mix Modality Alignment with Multimodal Large Language Model for Document Image Machine Translation
by: Liang, Yupu, et al.
Published: (2025)
by: Liang, Yupu, et al.
Published: (2025)
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
by: LASA Team, et al.
Published: (2025)
by: LASA Team, et al.
Published: (2025)
Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search
by: Sun, Haoran, et al.
Published: (2025)
by: Sun, Haoran, et al.
Published: (2025)
Similar Items
-
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
by: Jiang, Dongzhi, et al.
Published: (2025) -
Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models
by: Zhou, Qiji, et al.
Published: (2024) -
MemeMind: A Large-Scale Multimodal Dataset with Chain-of-Thought Reasoning for Harmful Meme Detection
by: Gu, Hexiang, et al.
Published: (2025) -
StreetviewLLM: Extracting Geographic Information Using a Chain-of-Thought Multimodal Large Language Model
by: Li, Zongrong, et al.
Published: (2024) -
You Only Look at Screens: Multimodal Chain-of-Action Agents
by: Zhang, Zhuosheng, et al.
Published: (2023)