Cover Image

Integrating Chain-of-Thought for Multimodal Alignment: A Study on 3D Vision-Language Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Yanjun, Sun, Yirong, Chen, Xinghao, Wang, Jian, Shen, Xiaoyu, Li, Wenjie, Zhang, Wei
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
by: Chen, Xinghao, et al.
Published: (2025)

Cantor: Inspiring Multimodal Chain-of-Thought of MLLM
by: Gao, Timin, et al.
Published: (2024)

Think-as-You-See: Streaming Chain-of-Thought Reasoning for Large Vision-Language Models
by: Zhang, Jialiang, et al.
Published: (2026)

Reasoning Beyond Language: A Comprehensive Survey on Latent Chain-of-Thought Reasoning
by: Chen, Xinghao, et al.
Published: (2025)

PRISM: Preference Refinement via Implicit Scene Modeling for 3D Vision-Language Preference-Based Reinforcement Learning
by: Sun, Yirong, et al.
Published: (2025)

Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought
by: Cheng, Zihui, et al.
Published: (2025)

To Preserve or To Compress: An In-Depth Study of Connector Selection in Multimodal Large Language Models
by: Lin, Junyan, et al.
Published: (2024)

Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models
by: Chen, Yangyi, et al.
Published: (2023)

The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models
by: Chen, Yanjun, et al.
Published: (2024)

Multimodal Chain-of-Thought Reasoning in Language Models
by: Zhang, Zhuosheng, et al.
Published: (2023)

ViSpec: Accelerating Vision-Language Models with Vision-Aware Speculative Decoding
by: Kang, Jialiang, et al.
Published: (2025)

Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought
by: Peng, Yi, et al.
Published: (2025)

Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models
by: Hu, Yushi, et al.
Published: (2024)

SPD-Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models
by: Lv, Weijiang, et al.
Published: (2026)

MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025)

ViCA: Efficient Multimodal LLMs with Vision-Only Cross-Attention
by: Liu, Wenjie, et al.
Published: (2026)

Uni-cot: Towards Unified Chain-of-Thought Reasoning Across Text and Vision
by: Qin, Luozheng, et al.
Published: (2025)

Visual Chain of Thought: Bridging Logical Gaps with Multimodal Infillings
by: Rose, Daniel, et al.
Published: (2023)

RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought
by: Qiao, Junbo, et al.
Published: (2025)

ZALM3: Zero-Shot Enhancement of Vision-Language Alignment via In-Context Information in Multi-Turn Multimodal Medical Dialogue
by: Li, Zhangpu, et al.
Published: (2024)

MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
by: Shi, Weikang, et al.
Published: (2025)

AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving
by: Qian, Kangan, et al.
Published: (2025)

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
by: Wang, Yifan, et al.
Published: (2026)

MAGIC: Multimodal Alignment & Grounding-aware Instruction Coreset for Vision-Language Models
by: Biswas, Shristi Das, et al.
Published: (2026)

AlignMMBench: Evaluating Chinese Multimodal Alignment in Large Vision-Language Models
by: Wu, Yuhang, et al.
Published: (2024)

Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models
by: Jian, Pu, et al.
Published: (2025)

Fine-Grained and Multi-Dimensional Metrics for Document-Level Machine Translation
by: Sun, Yirong, et al.
Published: (2024)

EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models
by: Dai, Xuanlang, et al.
Published: (2026)

Think-Reflect-Revise: A Policy-Guided Reflective Framework for Safety Alignment in Large Vision Language Models
by: Weng, Fenghua, et al.
Published: (2025)

MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
by: Jiang, Dongzhi, et al.
Published: (2025)

HiMo-CLIP: Modeling Semantic Hierarchy and Monotonicity in Vision-Language Alignment
by: Wu, Ruijia, et al.
Published: (2025)

Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate
by: Huang, Qidong, et al.
Published: (2024)

MSR-Align: Policy-Grounded Multimodal Alignment for Safety-Aware Reasoning in Vision-Language Models
by: Xia, Yinan, et al.
Published: (2025)

UTPTrack: Towards Simple and Unified Token Pruning for Visual Tracking
by: Wu, Hao, et al.
Published: (2026)

MemeMind: A Large-Scale Multimodal Dataset with Chain-of-Thought Reasoning for Harmful Meme Detection
by: Gu, Hexiang, et al.
Published: (2025)

Chain-of-Thought Compression Should Not Be Blind: V-Skip for Efficient Multimodal Reasoning via Dual-Path Anchoring
by: Zhang, Dongxu, et al.
Published: (2026)

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs
by: Zheng, Huan, et al.
Published: (2026)

StreetviewLLM: Extracting Geographic Information Using a Chain-of-Thought Multimodal Large Language Model
by: Li, Zongrong, et al.
Published: (2024)

VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction
by: Fan, Zhiwen, et al.
Published: (2025)

Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge Alignment
by: Li, Yunxin, et al.
Published: (2024)