Title
Mapping User Trust in Vision Language Models: Research Landscape, Challenges, and Prospects Agnese Chiatti Sara Bernardini Lara Shibelski Godoy Piccolo Viola Schiaffonati Matteo Matteucci 52 0 0 08 May 2025
Large Language Models as Common-Sense Heuristics Andrey Borro Patricia J. Riddle Michael W Barley Michael Witbrock LRM LM&Ro 128 1 0 31 Jan 2025
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts Haodi Ma Dzmitry Kasinets Daisy Zhe Wang 31 0 0 28 Jan 2025
Sparse Attention Vectors: Generative Multimodal Model Features Are Discriminative Vision-Language Classifiers Chancharik Mitra Brandon Huang Tianning Chai Zhiqiu Lin Assaf Arbelle Rogerio Feris Leonid Karlinsky Trevor Darrell Deva Ramanan Roei Herzig VLM 116 4 0 28 Nov 2024
Teaching VLMs to Localize Specific Objects from In-context Examples Sivan Doveh Nimrod Shabtay Wei Lin Eli Schwartz Hilde Kuehne ... Leonid Karlinsky James Glass Assaf Arbelle S. Ullman Muhammad Jehanzeb Mirza VLM 92 1 0 20 Nov 2024
JMMMU: A Japanese Massive Multi-discipline Multimodal Understanding Benchmark for Culture-aware Evaluation Shota Onohara Atsuyuki Miyai Yuki Imajuku Kazuki Egashira Jeonghun Baek Xiang Yue Graham Neubig Kiyoharu Aizawa OSLM 69 1 0 22 Oct 2024
ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models Ziyue Wang Chi Chen Fuwen Luo Yurui Dong Yuanchi Zhang Yuzhuang Xu Xiaolong Wang Peng Li Yang Liu LRM 30 3 0 07 Oct 2024
MIO: A Foundation Model on Multimodal Tokens Zekun Wang King Zhu Chunpu Xu Wangchunshu Zhou Jiaheng Liu ... Yuanxing Zhang Ge Zhang Ke Xu Jie Fu Wenhao Huang MLLM AuLLM 42 11 0 26 Sep 2024
Evolver: Chain-of-Evolution Prompting to Boost Large Multimodal Models for Hateful Meme Detection Jinfa Huang Jinsheng Pan Zhongwei Wan Hanjia Lyu Jiebo Luo 50 4 0 30 Jul 2024
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 71 136 0 29 Apr 2024
CODIS: Benchmarking Context-Dependent Visual Comprehension for Multimodal Large Language Models Fuwen Luo Chi Chen Zihao Wan Zhaolu Kang Qidong Yan ... Xiaoyue Mi Peng Li Ning Ma Maosong Sun Yang Janet Liu 29 5 0 21 Feb 2024
BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models Xueliang Zhao Xinting Huang Tingchen Fu Qintong Li Shansan Gong Lemao Liu Wei Bi Lingpeng Kong LRM 31 1 0 21 Feb 2024
Exploring Perceptual Limitation of Multimodal Large Language Models Jiarui Zhang Jinyi Hu Mahyar Khayatkhoei Filip Ilievski Maosong Sun LRM 18 10 0 12 Feb 2024
What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning Yifan Du Hangyu Guo Kun Zhou Wayne Xin Zhao Jinpeng Wang Chuyuan Wang Mingchen Cai Ruihua Song Ji-Rong Wen VLM MLLM LRM 52 22 0 02 Nov 2023
InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition Pan Zhang Xiaoyi Wang Bin Wang Yuhang Cao Chao Xu ... Conghui He Xingcheng Zhang Yu Qiao Da Lin Jiaqi Wang MLLM 52 222 0 26 Sep 2023
UniPCM: Universal Pre-trained Conversation Model with Task-aware Automatic Prompt Yucheng Cai Wentao Ma Yuchuan Wu Shuzheng Si Yuan Shao Zhijian Ou Yongbin Li 35 3 0 20 Sep 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 203 883 0 27 Apr 2023
On the Pareto Front of Multilingual Neural Machine Translation Liang Chen Shuming Ma Dongdong Zhang Furu Wei Baobao Chang MoE 18 5 0 06 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 244 4,186 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 A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 382 4,010 0 28 Jan 2022
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 845 0 17 Feb 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014