Title
Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens Zeyuan Yang Xueyang Yu Delin Chen Maohao Shen Chuang Gan LRM 31 0 0 20 Jun 2025
Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models Zeyu Liu Y. Liu Guanghao Zhu C. Xie Zhen Li ... Qing Li Shing-Chi Cheung Shengyu Zhang Fei Wu Hongxia Yang ReLM LRM 115 0 0 29 May 2025
ViC-Bench: Benchmarking Visual-Interleaved Chain-of-Thought Capability in MLLMs with Free-Style Intermediate State Representations Xuecheng Wu Jiaxing Liu Danlei Huang Xiaoyu Li Yifan Wang Chen Chen Liya Ma Xuezhi Cao Junxiao Xue LRM 126 0 0 20 May 2025
Visual Planning: Let's Think Only with Images Yi Xu Chengzu Li Han Zhou Xingchen Wan Caiqi Zhang Anna Korhonen Ivan Vulić LM&Ro LRM 170 1 0 16 May 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Yansen Wang Shengqiong Wu Yize Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 225 31 0 16 Mar 2025
Video-of-Thought: Step-by-Step Video Reasoning from Perception to Cognition Hao Fei Shengqiong Wu Wei Ji Hao Zhang Hao Fei Mong Li Lee Wynne Hsu LRM VGen 156 83 0 08 Jan 2025
Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing Hao Fei Shengqiong Wu Hao Zhang Tat-Seng Chua Shuicheng Yan 204 42 0 31 Dec 2024
What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration L. Qin Qiguang Chen Hao Fei Zhi Chen Min Li Wanxiang Che 94 11 0 27 Oct 2024
Enhancing Video-Language Representations with Structural Spatio-Temporal Alignment Hao Fei Shengqiong Wu Meishan Zhang Hao Fei Tat-Seng Chua Shuicheng Yan AI4TS 130 43 0 27 Jun 2024
Multimodal Reasoning with Multimodal Knowledge Graph Junlin Lee Yequan Wang Jing Li Min Zhang 102 23 0 04 Jun 2024
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning Cheng Tan Jingxuan Wei Linzhuang Sun Zhangyang Gao Siyuan Li Bihui Yu Ruifeng Guo Stan Z. Li ReLM LRM 3DV 127 7 0 31 May 2024
Faithful Logical Reasoning via Symbolic Chain-of-Thought Jundong Xu Hao Fei Liangming Pan Qian Liu Mong Li Lee Wynne Hsu OffRL LRM LLMAG 156 65 0 28 May 2024
Large Language Models Meet NLP: A Survey Libo Qin Qiguang Chen Xiachong Feng Yang Wu Yongheng Zhang Hai-Tao Zheng Min Li Wanxiang Che Philip S. Yu ALM LM&MA ELM LRM 123 59 0 21 May 2024
DeepSeek-VL: Towards Real-World Vision-Language Understanding Haoyu Lu Wen Liu Bo Zhang Bing-Li Wang Kai Dong ... Yaofeng Sun Chengqi Deng Hanwei Xu Zhenda Xie Chong Ruan VLM 135 374 0 08 Mar 2024
AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling Jun Zhan Junqi Dai Jiasheng Ye Yunhua Zhou Dong Zhang ... Jie Fu Tao Gui Tianxiang Sun Yugang Jiang Xipeng Qiu MLLM 100 136 0 19 Feb 2024
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning Debjyoti Mondal Suraj Modi Subhadarshi Panda Rituraj Singh Godawari Sudhakar Rao LRM 80 46 0 23 Jan 2024
CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs Daoan Zhang Junming Yang Hanjia Lyu Zijian Jin Yuan Yao Mingkai Chen Jiebo Luo 104 40 0 05 Jan 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 324 1,217 0 21 Dec 2023
Multi-modal Latent Space Learning for Chain-of-Thought Reasoning in Language Models Liqi He Zuchao Li Xiantao Cai Ping Wang LRM 87 25 0 14 Dec 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 480 960 0 27 Nov 2023
The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task Yifan Wu Pengchuan Zhang Wenhan Xiong Barlas Oğuz James C. Gee Yixin Nie LRM 77 20 0 15 Nov 2023
Chain of Images for Intuitively Reasoning Fanxu Meng Haotong Yang Yiding Wang Muhan Zhang LRM 83 10 0 09 Nov 2023
DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models Ge Zheng Bin Yang Jiajin Tang Hong-Yu Zhou Sibei Yang LRM MLLM 100 117 0 25 Oct 2023
Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across Languages Libo Qin Qiguang Chen Fuxuan Wei Shijue Huang Wanxiang Che LRM 119 95 0 23 Oct 2023
NExT-GPT: Any-to-Any Multimodal LLM Shengqiong Wu Hao Fei Leigang Qu Wei Ji Tat-Seng Chua MLLM 131 507 0 11 Sep 2023
Generating Images with Multimodal Language Models Jing Yu Koh Daniel Fried Ruslan Salakhutdinov MLLM 181 259 0 26 May 2023
Reasoning Implicit Sentiment with Chain-of-Thought Prompting Hao Fei Bobo Li Qian Liu Lidong Bing Fei Li Tat-Seng Chua ReLM LRM 127 104 0 18 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 291 2,105 0 11 May 2023
T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Mixed Large Language Model Signals for Science Question Answering Lei Wang Yilang Hu Jiabang He Xingdong Xu Ning Liu Hui-juan Liu Hengtao Shen LRM MLLM 133 48 0 05 May 2023
Vision-Language Models for Vision Tasks: A Survey Jingyi Zhang Jiaxing Huang Sheng Jin Shijian Lu VLM 169 553 0 03 Apr 2023
Multimodal Chain-of-Thought Reasoning in Language Models Zhuosheng Zhang Aston Zhang Mu Li Hai Zhao George Karypis Alexander J. Smola LRM 178 466 0 02 Feb 2023
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning O. Yu. Golovneva Moya Chen Spencer Poff Martin Corredor Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz ReLM LRM 122 152 0 15 Dec 2022
Abstract Visual Reasoning with Tangram Shapes Anya Ji Noriyuki Kojima N. Rush Alane Suhr Wai Keen Vong Robert D. Hawkins Yoav Artzi LRM 82 40 0 29 Nov 2022
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 304 1,303 0 20 Sep 2022
A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge Dustin Schwenk Apoorv Khandelwal Christopher Clark Kenneth Marino Roozbeh Mottaghi 100 556 0 03 Jun 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 651 4,077 0 24 May 2022
CLIPScore: A Reference-free Evaluation Metric for Image Captioning Jack Hessel Ari Holtzman Maxwell Forbes Ronan Le Bras Yejin Choi CLIP 311 1,597 0 18 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.1K 30,116 0 26 Feb 2021
JHU-CROWD++: Large-Scale Crowd Counting Dataset and A Benchmark Method Vishwanath A. Sindagi R. Yasarla Vishal M. Patel 108 230 0 07 Apr 2020
From Recognition to Cognition: Visual Commonsense Reasoning Rowan Zellers Yonatan Bisk Ali Farhadi Yejin Choi LRM BDL OCL ReLM 282 885 0 27 Nov 2018