Cover Image

Bootstrapping Grounded Chain-of-Thought in Multimodal LLMs for Data-Efficient Model Adaptation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xia, Jiaer, Tong, Bingkui, Zang, Yuhang, Shao, Rui, Zhou, Kaiyang
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Mitigating Hallucination in Multimodal LLMs with Layer Contrastive Decoding
by: Tong, Bingkui, et al.
Published: (2025)

Measuring Epistemic Humility in Multimodal Large Language Models
by: Tong, Bingkui, et al.
Published: (2025)

Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning
by: Xia, Jiaer, et al.
Published: (2025)

Streaming Video Instruction Tuning
by: Xia, Jiaer, et al.
Published: (2025)

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning
by: Wang, Yibin, et al.
Published: (2025)

Contextual Object Detection with Multimodal Large Language Models
by: Zang, Yuhang, et al.
Published: (2023)

Grounded Chain-of-Thought for Multimodal Large Language Models
by: Wu, Qiong, et al.
Published: (2025)

SHAN: Object-Level Privacy Detection via Inference on Scene Heterogeneous Graph
by: Jiang, Zhuohang, et al.
Published: (2024)

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

CoT3DRef: Chain-of-Thoughts Data-Efficient 3D Visual Grounding
by: Abdelrahman, Eslam, et al.
Published: (2023)

Beyond Visual Appearances: Privacy-sensitive Objects Identification via Hybrid Graph Reasoning
by: Jiang, Zhuohang, et al.
Published: (2024)

Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization
by: Pi, Renjie, et al.
Published: (2024)

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

RGBX-R1: Visual Modality Chain-of-Thought Guided Reinforcement Learning for Multimodal Grounding
by: Wu, Jiahe, et al.
Published: (2026)

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

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

Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs
by: Kancheti, Sai Srinivas, 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)

Unified Reward Model for Multimodal Understanding and Generation
by: Wang, Yibin, et al.
Published: (2025)

Bootstrap3D: Improving Multi-view Diffusion Model with Synthetic Data
by: Sun, Zeyi, et al.
Published: (2024)

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

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

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

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

HairOrbit: Multi-view Aware 3D Hair Modeling from Single Portraits
by: Jin, Leyang, et al.
Published: (2026)

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

Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning
by: Jiang, Jingjing, et al.
Published: (2025)

Multimodal Chain of Continuous Thought for Latent-Space Reasoning in Vision-Language Models
by: Pham, Tan-Hanh, et al.
Published: (2025)

Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning
by: Jiang, Qing, et al.
Published: (2025)

LLMControl: Grounded Control of Text-to-Image Diffusion-based Synthesis with Multimodal LLMs
by: Wang, Jiaze, et al.
Published: (2025)

Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction
by: Qian, Rui, et al.
Published: (2025)

Rethinking Token-Level Policy Optimization for Multimodal Chain-of-Thought
by: Li, Yunheng, et al.
Published: (2026)

Harnessing Chain-of-Thought Reasoning in Multimodal Large Language Models for Face Anti-Spoofing
by: Zhang, Honglu, et al.
Published: (2025)

Fuel Gauge: Estimating Chain-of-Thought Length Ahead of Time in Large Multimodal Models
by: Yang, Yuedong, et al.
Published: (2026)

mBLIP: Efficient Bootstrapping of Multilingual Vision-LLMs
by: Geigle, Gregor, et al.
Published: (2023)

Beyond Chain-of-Thought: Rewrite as a Universal Interface for Generative Multimodal Embeddings
by: Wu, Peixi, et al.
Published: (2026)

Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language Bootstrapping
by: Yang, Yue, et al.
Published: (2024)

Chain-of-Thought Prompting for Demographic Inference with Large Multimodal Models
by: Yu, Yongsheng, et al.
Published: (2024)

CoTBox-TTT: Grounding Medical VQA with Visual Chain-of-Thought Boxes During Test-time Training
by: Qian, Jiahe, 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)