Cover Image

Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ou, Siqu, Liu, Hongcheng, Wang, Pingjie, Liao, Yusheng, Xuan, Chuan, Wang, Yanfeng, Wang, Yu
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs
by: Liu, Hongcheng, et al.
Published: (2025)

MM-SAP: A Comprehensive Benchmark for Assessing Self-Awareness of Multimodal Large Language Models in Perception
by: Wang, Yuhao, et al.
Published: (2024)

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

Drawing the Line: Enhancing Trustworthiness of MLLMs Through the Power of Refusal
by: Wang, Yuhao, et al.
Published: (2024)

Spatial Chain-of-Thought: Bridging Understanding and Generation Models for Spatial Reasoning Generation
by: Chen, Wei, et al.
Published: (2026)

StreamingCoT: A Dataset for Temporal Dynamics and Multimodal Chain-of-Thought Reasoning in Streaming VideoQA
by: Hu, Yuhang, et al.
Published: (2025)

M2K-VDG: Model-Adaptive Multimodal Knowledge Anchor Enhanced Video-grounded Dialogue Generation
by: Liu, Hongcheng, et al.
Published: (2024)

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
by: Wang, Yaoting, et al.
Published: (2025)

Do MLLMs Really See It: Reinforcing Visual Attention in Multimodal LLMs
by: Ou, Siqu, et al.
Published: (2026)

FreeFly-Thinking : Aligning Chain-of-Thought Reasoning with Continuous UAV Navigation
by: Zhou, Jiaxu, et al.
Published: (2026)

ThinkMorph: Emergent Properties in Multimodal Interleaved Chain-of-Thought Reasoning
by: Gu, Jiawei, et al.
Published: (2025)

Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs
by: Kancheti, Sai Srinivas, et al.
Published: (2026)

EmbodiedVSR: Dynamic Scene Graph-Guided Chain-of-Thought Reasoning for Visual Spatial Tasks
by: Zhang, Yi, et al.
Published: (2025)

Bridging Perception and Reasoning: Token Reweighting for RLVR in Multimodal LLMs
by: Lu, Jinda, et al.
Published: (2026)

SpatialReward: Bridging the Perception Gap in Online RL for Image Editing via Explicit Spatial Reasoning
by: Long, Yancheng, et al.
Published: (2026)

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought
by: Huang, Chao, et al.
Published: (2025)

Let's Think with Images Efficiently! An Interleaved-Modal Chain-of-Thought Reasoning Framework with Dynamic and Precise Visual Thoughts
by: Liu, Xu, et al.
Published: (2026)

ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning
by: Liao, Jiaqi, et al.
Published: (2025)

ProSR: Process-Shaped Spatial Reasoning for Reliable Chain-of-Thought in VLMs
by: Li, Jiangyang, et al.
Published: (2026)

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

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

Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning
by: Sun, Qi, et al.
Published: (2024)

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

Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought
by: Man, Yunze, et al.
Published: (2025)

VISTA: Mitigating Semantic Inertia in Video-LLMs via Training-Free Dynamic Chain-of-Thought Routing
by: Jin, Hongbo, et al.
Published: (2025)

GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning
by: Yerramilli, Sahiti, et al.
Published: (2025)

Perception-Aware Multimodal Spatial Reasoning from Monocular Images
by: Cheng, Yanchun, et al.
Published: (2026)

Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models
by: Ma, Ji, et al.
Published: (2026)

TumorChain: Interleaved Multimodal Chain-of-Thought Reasoning for Traceable Clinical Tumor Analysis
by: Li, Sijing, et al.
Published: (2026)

DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction
by: Li, Yiqi, et al.
Published: (2025)

Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
by: Tang, Yuanmin, et al.
Published: (2024)

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

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning
by: Wang, Yibin, 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)

Explainable Action Form Assessment by Exploiting Multimodal Chain-of-Thoughts Reasoning
by: Qi, Mengshi, et al.
Published: (2025)

Fast Inference of Visual Autoregressive Model with Adjacency-Adaptive Dynamical Draft Trees
by: Lei, Haodong, et al.
Published: (2025)

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

Enhancing Perception Capabilities of Multimodal LLMs with Training-Free Fusion
by: Chen, Zhuokun, et al.
Published: (2024)

ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing
by: Liu, Huadai, et al.
Published: (2025)

VLM-FO1: Bridging the Gap Between High-Level Reasoning and Fine-Grained Perception in VLMs
by: Liu, Peng, et al.
Published: (2025)