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Grounded Chain-of-Thought for Multimodal Large Language Models

17 March 2025

Papers citing "Grounded Chain-of-Thought for Multimodal Large Language Models"

39 / 39 papers shown

Title
LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception Yuan-Hong Liao Sven Elflein Liu He Laura Leal-Taixe Yejin Choi Sanja Fidler David Acuna ReLM LRM VLM 419 2 0 21 Apr 2025
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency Dongzhi Jiang Renrui Zhang Ziyu Guo Yanwei Li Yu Qi ... Shen Yan Bo Zhang Chaoyou Fu Peng Gao Hongsheng Li MLLM LRM 119 32 0 13 Feb 2025
Mirage in the Eyes: Hallucination Attack on Multi-modal Large Language Models with Only Attention Sink Yining Wang Mi Zhang Junjie Sun Chenyue Wang Min Yang Hui Xue Jialing Tao Ranjie Duan Qingbin Liu 38 1 0 28 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 370 1,692 0 22 Jan 2025
Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces Jihan Yang Shusheng Yang Anjali W. Gupta Rilyn Han Li Fei-Fei Saining Xie LRM 173 90 0 18 Dec 2024
Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization Yuhan Fu Ruobing Xie Xingwu Sun Zhanhui Kang Xirong Li MLLM 87 5 0 15 Nov 2024
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples Baiqi Li Zhiqiu Lin Wenxuan Peng Jean de Dieu Nyandwi Daniel Jiang Zixian Ma Simran Khanuja Ranjay Krishna Graham Neubig Deva Ramanan AAML CoGe VLM 153 31 0 18 Oct 2024
Explore the Hallucination on Low-level Perception for MLLMs Yinan Sun Zicheng Zhang H. Wu Xiaohong Liu Weisi Lin Guangtao Zhai Xiongkuo Min 62 2 0 15 Sep 2024
Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning Xiaoye Qu Jiashuo Sun Wei Wei Yu Cheng MLLM LRM 73 15 0 30 Aug 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models Fushuo Huo Wenchao Xu Zhong Zhang Yining Qi Zhicheng Chen Peilin Zhao VLM MLLM 138 27 0 04 Aug 2024
Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs Shiping Liu Kecheng Zheng Wei Chen MLLM 82 49 0 31 Jul 2024
UniBias: Unveiling and Mitigating LLM Bias through Internal Attention and FFN Manipulation Hanzhang Zhou Zijian Feng Zixiao Zhu Junlang Qian Kezhi Mao 68 9 0 31 May 2024
VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models Zejun Li Ruipu Luo Jiwen Zhang Minghui Qiu Zhongyu Wei Zhongyu Wei LRM MLLM 119 16 0 27 May 2024
Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning Hao Shao Shengju Qian Han Xiao Guanglu Song Zhuofan Zong Letian Wang Yu Liu Hongsheng Li VGen LRM MLLM 99 61 0 25 Mar 2024
Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement Wenda Xu Guanglei Zhu Xuandong Zhao Liangming Pan Lei Li Wenjie Wang 62 60 0 18 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 138 1,119 0 05 Feb 2024
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 250 1,126 0 21 Dec 2023
Hallucination Augmented Contrastive Learning for Multimodal Large Language Model Chaoya Jiang Haiyang Xu Mengfan Dong Jiaxing Chen Wei Ye Mingshi Yan Qinghao Ye Ji Zhang Fei Huang Shikun Zhang VLM 41 57 0 12 Dec 2023
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs Shashank Gupta Vaishnavi Shrivastava Ameet Deshpande Ashwin Kalyan Peter Clark Ashish Sabharwal Tushar Khot 173 117 0 08 Nov 2023
An Empirical Study of Instruction-tuning Large Language Models in Chinese Q. Si Tong Wang Zheng Lin Xu Zhang Yanan Cao Weiping Wang ALM 88 17 0 11 Oct 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 118 2,725 0 05 Oct 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 118 616 0 03 Oct 2023
Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning Fuxiao Liu Kevin Qinghong Lin Linjie Li Jianfeng Wang Yaser Yacoob Lijuan Wang VLM MLLM 105 279 0 26 Jun 2023
MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models Chaoyou Fu Peixian Chen Yunhang Shen Yulei Qin Mengdan Zhang ... Xiawu Zheng Ke Li Xing Sun Zhenyu Qiu Rongrong Ji ELM MLLM 98 834 0 23 Jun 2023
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning Seungone Kim Se June Joo Doyoung Kim Joel Jang Seonghyeon Ye Jamin Shin Minjoon Seo ALM RALM LRM 72 105 0 23 May 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 292 780 0 17 May 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 529 4,740 0 17 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 426 4,563 0 30 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 278 1,245 0 20 Sep 2022
An Empirical Study of Training End-to-End Vision-and-Language Transformers Zi-Yi Dou Yichong Xu Zhe Gan Jianfeng Wang Shuohang Wang ... Pengchuan Zhang Lu Yuan Nanyun Peng Zicheng Liu Michael Zeng VLM 71 379 0 03 Nov 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 201 3,750 0 03 Sep 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 123 1,749 0 05 Feb 2021
Neural Sequential Phrase Grounding (SeqGROUND) Pelin Dogan Leonid Sigal Markus Gross ObjD 60 52 0 18 Mar 2019
Multimodal Explanations: Justifying Decisions and Pointing to the Evidence Dong Huk Park Lisa Anne Hendricks Zeynep Akata Anna Rohrbach Bernt Schiele Trevor Darrell Marcus Rohrbach 75 422 0 15 Feb 2018
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 342 3,246 0 02 Dec 2016
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations Ranjay Krishna Yuke Zhu Oliver Groth Justin Johnson Kenji Hata ... Yannis Kalantidis Li Li David A. Shamma Michael S. Bernstein Fei-Fei Li 217 5,747 0 23 Feb 2016
Visual7W: Grounded Question Answering in Images Yuke Zhu Oliver Groth Michael S. Bernstein Li Fei-Fei 91 884 0 11 Nov 2015
Generation and Comprehension of Unambiguous Object Descriptions Junhua Mao Jonathan Huang Alexander Toshev Oana-Maria Camburu Alan Yuille Kevin Patrick Murphy ObjD 126 1,345 0 07 Nov 2015
Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models Bryan A. Plummer Liwei Wang Christopher M. Cervantes Juan C. Caicedo Julia Hockenmaier Svetlana Lazebnik 199 2,060 0 19 May 2015