Title
Picking the Cream of the Crop: Visual-Centric Data Selection with Collaborative Agents Zhenyu Liu Yunxin Li Baotian Hu Wenhan Luo Yaowei Wang Min-Ling Zhang 65 0 0 27 Feb 2025
Mixtera: A Data Plane for Foundation Model Training Maximilian Böther Xiaozhe Yao Tolga Kerimoglu Ana Klimovic Viktor Gsteiger Ana Klimovic MoE 101 0 0 27 Feb 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 90 3 0 26 Feb 2025
Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based Inference Zhuo Chen Xinyu Wang Yong Jiang Zhen Zhang Xinyu Geng Pengjun Xie Fei Huang Kewei Tu 103 0 0 25 Feb 2025
OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference Xiangyu Zhao Shengyuan Ding Zicheng Zhang Haian Huang Maosong Cao ... Wenhai Wang Guangtao Zhai Haodong Duan Hua Yang Kai Chen 126 7 0 25 Feb 2025
PosterSum: A Multimodal Benchmark for Scientific Poster Summarization Rohit Saxena Pasquale Minervini Frank Keller VLM 64 0 0 24 Feb 2025
All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark Davide Testa Giovanni Bonetta Raffaella Bernardi Alessandro Bondielli Alessandro Lenci Alessio Miaschi Lucia Passaro Bernardo Magnini VGen LRM 50 0 0 24 Feb 2025
MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection Xi Jiang Jian Li Hanqiu Deng Yong-Jin Liu Bin-Bin Gao Yifeng Zhou Jialin Li Chengjie Wang Feng Zheng 58 1 0 24 Feb 2025
Evaluating Multimodal Generative AI with Korean Educational Standards S. Park Geewook Kim AI4Ed ELM 71 0 0 24 Feb 2025
Visual Reasoning Evaluation of Grok, Deepseek Janus, Gemini, Qwen, Mistral, and ChatGPT Nidhal Jegham Marwan Abdelatti Abdeltawab Hendawi VLM LRM 60 1 0 23 Feb 2025
Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models Qianqi Yan Yue Fan Hongquan Li Shan Jiang Yang Zhao Xinze Guan Ching-Chen Kuo Qing Guo VLM LRM 82 2 0 22 Feb 2025
Moving Beyond Medical Exam Questions: A Clinician-Annotated Dataset of Real-World Tasks and Ambiguity in Mental Healthcare Max Lamparth Declan Grabb Amy Franks Scott Gershan Kaitlyn N. Kunstman ... Monika Drummond Roots Manu Sharma Aryan Shrivastava N. Vasan Colleen Waickman 36 2 0 22 Feb 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 82 8 0 21 Feb 2025
InterFeedback: Unveiling Interactive Intelligence of Large Multimodal Models via Human Feedback Henry Hengyuan Zhao Wenqi Pei Yifei Tao Haiyang Mei Mike Zheng Shou 51 0 0 20 Feb 2025
FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Seunghee Kim Changhyeon Kim Taeuk Kim LRM 94 1 0 20 Feb 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images Shengguang Wu Fan-Yun Sun Kaiyue Wen Nick Haber VLM 75 0 0 20 Feb 2025
Evaluating Large Language Models for Public Health Classification and Extraction Tasks Joshua Harris Timothy Laurence Leo Loman Fan Grayson Toby Nonnenmacher ... Hamish Mohammed Thomas Finnie Luke Hounsome Michael Borowitz Steven Riley LM&MA AI4MH 83 5 0 20 Feb 2025
InsightVision: A Comprehensive, Multi-Level Chinese-based Benchmark for Evaluating Implicit Visual Semantics in Large Vision Language Models Xiaofei Yin Y. Hong Ya Guo Yi Tu Weiqiang Wang Gongshen Liu Huijia Zhu VLM 63 0 0 19 Feb 2025
HermesFlow: Seamlessly Closing the Gap in Multimodal Understanding and Generation L. Yang Xinchen Zhang Ye Tian Chenming Shang Minghao Xu Wentao Zhang Bin Cui 102 1 0 17 Feb 2025
Unhackable Temporal Rewarding for Scalable Video MLLMs En Yu Kangheng Lin Liang Zhao Yana Wei Zining Zhu ... Jianjian Sun Zheng Ge Xinsong Zhang Jingyu Wang Wenbing Tao 62 4 0 17 Feb 2025
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding Kung-Hsiang Huang Can Qin Haoyi Qiu Philippe Laban Chenyu You Caiming Xiong C. Wu VLM 150 1 0 17 Feb 2025
PRISM: Self-Pruning Intrinsic Selection Method for Training-Free Multimodal Data Selection Jinhe Bi Yifan Wang Danqi Yan Xun Xiao Artur Hecker Volker Tresp Yunpu Ma VLM 67 3 0 17 Feb 2025
Pixel-Level Reasoning Segmentation via Multi-turn Conversations Dexian Cai Xiaocui Yang Yongkang Liu Daling Wang Shi Feng Yifei Zhang Soujanya Poria LRM 87 0 0 13 Feb 2025
SB-Bench: Stereotype Bias Benchmark for Large Multimodal Models Vishal Narnaware Ashmal Vayani Rohit Gupta Swetha Sirnam Mubarak Shah 116 3 0 12 Feb 2025
UniMoD: Efficient Unified Multimodal Transformers with Mixture-of-Depths Weijia Mao Zhengyuan Yang Mike Zheng Shou MoE 78 0 0 10 Feb 2025
HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation Yi Li Yuquan Deng Jun Zhang Joel Jang Marius Memme ... Fabio Ramos Dieter Fox Anqi Li Abhishek Gupta Ankit Goyal LM&Ro 99 10 0 08 Feb 2025
PixFoundation: Are We Heading in the Right Direction with Pixel-level Vision Foundation Models? Mennatullah Siam VLM 84 1 0 06 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 127 9 0 05 Feb 2025
Calling a Spade a Heart: Gaslighting Multimodal Large Language Models via Negation Bin Zhu Hui yan Qi Yinxuan Gui Jingjing Chen Chong-Wah Ngo Ee-Peng Lim 144 1 0 31 Jan 2025
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Tianzhe Chu Yuexiang Zhai Jihan Yang Shengbang Tong Saining Xie Dale Schuurmans Quoc V. Le Sergey Levine Yi Ma OffRL 70 60 0 28 Jan 2025
OpenCharacter: Training Customizable Role-Playing LLMs with Large-Scale Synthetic Personas Xiaoyang Wang H. Zhang Tao Ge W. Yu Dian Yu Dong Yu AI4CE 45 2 0 28 Jan 2025
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference Zhihang Lin Mingbao Lin Luxi Lin Rongrong Ji 61 16 0 28 Jan 2025
DrawEduMath: Evaluating Vision Language Models with Expert-Annotated Students' Hand-Drawn Math Images Sami Baral L. Lucy Ryan Knight Alice Ng Luca Soldaini Neil T. Heffernan Kyle Lo 46 3 0 28 Jan 2025
Baichuan-Omni-1.5 Technical Report Yadong Li Jiaheng Liu Tao Zhang Tao Zhang Tian Jin ... Jianhua Xu Haoze Sun Mingan Lin Zenan Zhou Xin Wu AuLLM 72 12 0 28 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zhilin Yang Zhiqi Huang Zihao Huang Ziyao Xu Zhengyuan Yang VLM ALM OffRL AI4TS LRM 120 150 0 22 Jan 2025
MMVU: Measuring Expert-Level Multi-Discipline Video Understanding Yilun Zhao Lujing Xie Haowei Zhang Guo Gan Yitao Long ... Xiangru Tang Zhenwen Liang Y. Liu Chen Zhao Arman Cohan 53 5 0 21 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Feiyu Xiong Kai Chen Dahua Lin Jiaqi Wang VLM 74 19 0 21 Jan 2025
Advancing General Multimodal Capability of Vision-language Models with Pyramid-descent Visual Position Encoding Ziyang Chen Mingxiao Li Z. Chen Nan Du Xiaolong Li Yuexian Zou 53 0 0 19 Jan 2025
How Should We Build A Benchmark? Revisiting 274 Code-Related Benchmarks For LLMs Jialun Cao Yuk-Kit Chan Zixuan Ling Wenxuan Wang Shuqing Li ... Pinjia He Shuai Wang Zibin Zheng Michael R. Lyu Shing-Chi Cheung ALM 71 1 0 18 Jan 2025
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language Models Mozhgan Nasr Azadani James Riddell Sean Sedwards Krzysztof Czarnecki MLLM VLM 49 2 0 13 Jan 2025
Generative AI for Cel-Animation: A Survey Yunlong Tang Junjia Guo Pinxin Liu Zhiyuan Wang Hang Hua ... Jing Bi Mingqian Feng Xuzhao Li Zeliang Zhang Chenliang Xu VGen 93 7 0 08 Jan 2025
Feedback-Driven Vision-Language Alignment with Minimal Human Supervision Giorgio Giannone Ruoteng Li Qianli Feng Evgeny Perevodchikov Rui Chen Aleix M. Martinez VLM 66 0 0 08 Jan 2025
MULTI: Multimodal Understanding Leaderboard with Text and Images Zichen Zhu Yang Xu Lu Chen Jingkai Yang Yichuan Ma ... Yingzi Ma Situo Zhang Zihan Zhao Liangtai Sun Kai Yu VLM 54 5 0 08 Jan 2025
MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation S. Joshi Besmira Nushi Vidhisha Balachandran Varun Chandrasekaran Vibhav Vineet Neel Joshi Baharan Mirzasoleiman MLLM VLM 49 0 0 07 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan Xianrui Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming Yang VLM 96 12 0 07 Jan 2025
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation Yuhui Zhang Yuchang Su Yiming Liu Xiaohan Wang James Burgess ... Josiah Aklilu Alejandro Lozano Anjiang Wei Ludwig Schmidt Serena Yeung-Levy 64 3 0 06 Jan 2025
FOLDER: Accelerating Multi-modal Large Language Models with Enhanced Performance Haicheng Wang Zhemeng Yu Gabriele Spadaro Chen Ju Victor Quétu Enzo Tartaglione Enzo Tartaglione VLM 132 3 0 05 Jan 2025
Accounting for Focus Ambiguity in Visual Questions Chongyan Chen Yu-Yun Tseng Zhuoheng Li Anush Venkatesh Danna Gurari 46 0 0 04 Jan 2025
MLVU: Benchmarking Multi-task Long Video Understanding Yueze Wang Yan Shu Bo Zhao Boya Wu Junjie Zhou ... Xi Yang Y. Xiong Bo Zhang Tiejun Huang Zheng Liu VLM 58 33 0 03 Jan 2025
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining Wenqi Zhang Hang Zhang Xin Li Jiashuo Sun Yongliang Shen Weiming Lu Deli Zhao Yueting Zhuang Lidong Bing VLM 43 2 0 01 Jan 2025