Title
OmChat: A Recipe to Train Multimodal Language Models with Strong Long Context and Video Understanding Tiancheng Zhao Qianqian Zhang Kyusong Lee Peng Liu Lu Zhang Chunxin Fang Jiajia Liao Kelei Jiang Yibo Ma Ruochen Xu MLLM VLM 54 5 0 06 Jul 2024
MJ-Bench: Is Your Multimodal Reward Model Really a Good Judge for Text-to-Image Generation? Zhaorun Chen Yichao Du Zichen Wen Yiyang Zhou Chenhang Cui ... Jiawei Zhou Zhuokai Zhao Rafael Rafailov Chelsea Finn Huaxiu Yao EGVM MLLM 65 29 0 05 Jul 2024
On scalable oversight with weak LLMs judging strong LLMs Zachary Kenton Noah Y. Siegel János Kramár Jonah Brown-Cohen Samuel Albanie ... Rishabh Agarwal David Lindner Yunhao Tang Noah D. Goodman Rohin Shah ELM 43 31 0 05 Jul 2024
Unified Interpretation of Smoothing Methods for Negative Sampling Loss Functions in Knowledge Graph Embedding Xincan Feng Hidetaka Kamigaito Katsuhiko Hayashi Taro Watanabe 44 1 0 05 Jul 2024
Smart Vision-Language Reasoners Denisa Roberts Lucas Roberts VLM ReLM LRM 56 4 0 05 Jul 2024
A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations Md Tahmid Rahman Laskar Sawsan Alqahtani M Saiful Bari Mizanur Rahman Mohammad Abdullah Matin Khan ... Chee Wei Tan Md. Rizwan Parvez Enamul Hoque Chenyu You Jimmy Huang ELM ALM 31 28 0 04 Jul 2024
M5 -- A Diverse Benchmark to Assess the Performance of Large Multimodal Models Across Multilingual and Multicultural Vision-Language Tasks Florian Schneider Sunayana Sitaram VLM 50 7 0 04 Jul 2024
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Pan Zhang Xiaoyi Dong Yuhang Zang Yuhang Cao Rui Qian ... Kai Chen Jifeng Dai Yu Qiao Dahua Lin Jiaqi Wang 47 100 0 03 Jul 2024
VIVA: A Benchmark for Vision-Grounded Decision-Making with Human Values Zhe Hu Yixiao Ren Jing Li Yu Yin VLM 44 4 0 03 Jul 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 37 53 0 02 Jul 2024
Synthetic Multimodal Question Generation Ian Wu Sravan Jayanthi Vijay Viswanathan Simon Rosenberg Sina Pakazad Tongshuang Wu Graham Neubig 50 2 0 02 Jul 2024
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness Khyathi Raghavi Chandu Linjie Li Anas Awadalla Ximing Lu Jae Sung Park Jack Hessel Lijuan Wang Yejin Choi 53 2 0 02 Jul 2024
VSP: Assessing the dual challenges of perception and reasoning in spatial planning tasks for VLMs Qiucheng Wu Handong Zhao Michael Stephen Saxon T. Bui William Yang Wang Yang Zhang Shiyu Chang CoGe 48 5 0 02 Jul 2024
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? Runqi Qiao Qiuna Tan Guanting Dong Minhui Wu Chong Sun ... Yida Xu Muxi Diao Zhimin Bao Chen Li Honggang Zhang VLM LRM 47 32 0 01 Jul 2024
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs Yusu Qian Hanrong Ye J. Fauconnier Peter Grasch Yinfei Yang Zhe Gan 113 13 0 01 Jul 2024
MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation Jinsheng Huang Liang Chen Taian Guo Fu Zeng Yusheng Zhao ... Wei Ju Luchen Liu Tianyu Liu Baobao Chang Ming Zhang 46 5 0 29 Jun 2024
Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs Sukmin Yun Haokun Lin Rusiru Thushara Mohammad Qazim Bhat Yongxin Wang ... Timothy Baldwin Zhengzhong Liu Eric P. Xing Xiaodan Liang Zhiqiang Shen 54 10 0 28 Jun 2024
LLaVolta: Efficient Multi-modal Models via Stage-wise Visual Context Compression Jieneng Chen Luoxin Ye Ju He Zhao-Yang Wang Daniel Khashabi Alan Yuille VLM 27 5 0 28 Jun 2024
STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Guohao Sun Can Qin Huazhu Fu Linwei Wang Zhiqiang Tao LM&MA 40 3 0 28 Jun 2024
From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis Chuanqi Cheng Jian Guan Wei Wu Rui Yan LRM 47 10 0 28 Jun 2024
MMRo: Are Multimodal LLMs Eligible as the Brain for In-Home Robotics? Jinming Li Yichen Zhu Zhiyuan Xu Jindong Gu Minjie Zhu Xin Liu Ning Liu Yaxin Peng Feifei Feng Jian Tang LRM LM&Ro 36 7 0 28 Jun 2024
CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models Zhong-Zhi Li Ming-Liang Zhang Fei Yin Zhi-Long Ji Jin-Feng Bai Zhen-Ru Pan Fan-Hu Zeng Jian Xu Jia-Xin Zhang Cheng-Lin Liu ELM 51 12 0 28 Jun 2024
HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale Junying Chen Ruyi Ouyang Anningzhe Gao Shunian Chen Guiming Hardy Chen ... Zhenyang Cai Ke Ji Guangjun Yu Xiang Wan Benyou Wang MedIm LM&MA 51 32 0 27 Jun 2024
FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts Shubhankar Singh Purvi Chaurasia Yerram Varun Pranshu Pandya Vatsal Gupta Vivek Gupta Dan Roth 36 4 0 27 Jun 2024
ColPali: Efficient Document Retrieval with Vision Language Models Manuel Faysse Hugues Sibille Tony Wu Bilel Omrani Gautier Viaud C´eline Hudelot Pierre Colombo VLM 73 22 0 27 Jun 2024
S3: A Simple Strong Sample-effective Multimodal Dialog System Elisei Rykov Egor Malkershin Alexander Panchenko 28 0 0 26 Jun 2024
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models Wenhao Shi Zhiqiang Hu Yi Bin Junhua Liu Yang Yang See-Kiong Ng Lidong Bing Roy Ka-Wei Lee SyDa MLLM LRM 34 41 0 25 Jun 2024
Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs Shengbang Tong Ellis L Brown Penghao Wu Sanghyun Woo Manoj Middepogu ... Xichen Pan Austin Wang Rob Fergus Yann LeCun Saining Xie 3DV MLLM 53 287 0 24 Jun 2024
Losing Visual Needles in Image Haystacks: Vision Language Models are Easily Distracted in Short and Long Contexts Aditya Sharma Michael Saxon William Yang Wang VLM 44 2 0 24 Jun 2024
Evaluating and Analyzing Relationship Hallucinations in Large Vision-Language Models Mingrui Wu Jiayi Ji Oucheng Huang Jiale Li Yuhang Wu Xiaoshuai Sun Rongrong Ji 53 8 0 24 Jun 2024
AudioBench: A Universal Benchmark for Audio Large Language Models Bin Wang Xunlong Zou Geyu Lin Shri Kiran Srinivasan Zhuohan Liu Wenyu Zhang Zhengyuan Liu AiTi Aw Nancy F. Chen AuLLM ELM LM&MA 92 23 0 23 Jun 2024
Evaluating Large Vision-and-Language Models on Children's Mathematical Olympiads A. Cherian Kuan-Chuan Peng Suhas Lohit Joanna Matthiesen Kevin A. Smith J. Tenenbaum ELM LRM 41 7 0 22 Jun 2024
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs Yuxuan Qiao Haodong Duan Xinyu Fang Junming Yang Lin Chen Songyang Zhang Jiaqi Wang Dahua Lin Kai Chen LRM 45 19 0 20 Jun 2024
African or European Swallow? Benchmarking Large Vision-Language Models for Fine-Grained Object Classification Gregor Geigle Radu Timofte Goran Glavaš 31 10 0 20 Jun 2024
PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents Junjie Wang Yin Zhang Yatai Ji Yuxiang Zhang Chunyang Jiang ... Bei Chen Qunshu Lin Minghao Liu Ge Zhang Wenhu Chen 48 3 0 20 Jun 2024
EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms Siyu Yuan Kaitao Song Jiangjie Chen Xu Tan Dongsheng Li Deqing Yang LLMAG 66 14 0 20 Jun 2024
SpatialBot: Precise Spatial Understanding with Vision Language Models Wenxiao Cai Yaroslav Ponomarenko Jianhao Yuan Xiaoqi Li Wankou Yang Hao Dong Bo Zhao VLM 56 30 0 19 Jun 2024
Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning Bingchen Zhao Yongshuo Zong Letian Zhang Timothy Hospedales VLM 33 15 0 18 Jun 2024
OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI Zhen Huang Zengzhi Wang Shijie Xia Xuefeng Li Haoyang Zou ... Yuxiang Zheng Shaoting Zhang Dahua Lin Yu Qiao Pengfei Liu ELM LRM 51 30 0 18 Jun 2024
Look Further Ahead: Testing the Limits of GPT-4 in Path Planning Mohamed Aghzal Erion Plaku Ziyu Yao ELM 36 6 0 17 Jun 2024
MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs Ziyu Liu Tao Chu Yuhang Zang Xilin Wei Xiaoyi Dong ... Zijian Liang Yuanjun Xiong Yu Qiao Dahua Lin Jiaqi Wang VLM 45 35 0 17 Jun 2024
Improving Multi-Agent Debate with Sparse Communication Topology Yunxuan Li Yibing Du Jiageng Zhang Le Hou Peter Grabowski Yeqing Li Eugene Ie LLMAG 36 18 0 17 Jun 2024
GeoGPT4V: Towards Geometric Multi-modal Large Language Models with Geometric Image Generation Shihao Cai Keqin Bao Hangyu Guo Jizhi Zhang Jun Song Bo Zheng 47 15 0 17 Jun 2024
VideoVista: A Versatile Benchmark for Video Understanding and Reasoning Yunxin Li Xinyu Chen Baotian Hu Longyue Wang Haoyuan Shi Min-Ling Zhang MLLM LRM 56 26 0 17 Jun 2024
MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens Anas Awadalla Le Xue Oscar Lo Manli Shu Hannah Lee ... Silvio Savarese Caiming Xiong Ran Xu Yejin Choi Ludwig Schmidt 75 25 0 17 Jun 2024
Generative Visual Instruction Tuning Jefferson Hernandez Ruben Villegas Vicente Ordonez VLM 38 3 0 17 Jun 2024
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models Hengyi Wang Haizhou Shi Shiwei Tan Weiyi Qin Wenyuan Wang Tunyu Zhang A. Nambi T. Ganu Hao Wang 71 15 0 17 Jun 2024
Multimodal Structured Generation: CVPR's 2nd MMFM Challenge Technical Report Franz Louis Cesista VGen 52 6 0 17 Jun 2024
WildVision: Evaluating Vision-Language Models in the Wild with Human Preferences Yujie Lu Dongfu Jiang Wenhu Chen William Yang Wang Yejin Choi Bill Yuchen Lin VLM 51 26 0 16 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 49 29 0 16 Jun 2024