Title
HRScene: How Far Are VLMs from Effective High-Resolution Image Understanding? Yusen Zhang Wenliang Zheng Aashrith Madasu Peng Shi Ryo Kamoi ... Ranran Haoran Zhang Avitej Iyer Renze Lou Wenpeng Yin Rui Zhang 316 0 0 25 Apr 2025
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency Zhikai Wang Jiashuo Sun Weinan Zhang Zhiqiang Hu Xin Li F. Wang Deli Zhao VLM LRM 204 1 0 24 Apr 2025
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Chris Yichen Wei Yi Peng Xiang Wang Weijie Qiu ... Jianhao Zhang Y. Hao Xuchen Song Yang Liu Yahui Zhou OffRL AI4TS SyDa LRM VLM 156 9 0 23 Apr 2025
Vision-Language Models Are Not Pragmatically Competent in Referring Expression Generation Ziqiao Ma Jing Ding Xuejun Zhang Dezhi Luo Jiahe Ding Sihan Xu Yuchen Huang Run Peng Joyce Chai 243 0 0 22 Apr 2025
IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs David Ma Yanzhe Zhang J. Ren Jarvis Guo Yifan Yao ... Shiwen Ni Jing Liu Wenhao Huang Ge Zhang Xiaojie Jin VLM 143 1 0 21 Apr 2025
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models Weiye Xu Jun Wang Weiyun Wang Zhe Chen Wengang Zhou ... Xiaohua Wang Xizhou Zhu Wenhai Wang Jifeng Dai Jinguo Zhu VLM LRM 186 7 0 21 Apr 2025
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 124 6 0 20 Apr 2025
Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale Bowen Jiang Zhuoqun Hao Y. Cho B. Li Yuan Yuan Sihao Chen Lyle Ungar Camillo J Taylor Dan Roth 133 3 0 19 Apr 2025
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning Liangyu Xu Yingxiu Zhao Jiadong Wang Yingyao Wang Bu Pi ... Jihao Gu Xinfeng Li Xiaoyong Zhu Jun Song Jian Xu LRM 512 6 0 17 Apr 2025
FLIP Reasoning Challenge Andreas Plesner Turlan Kuzhagaliyev Roger Wattenhofer AAML VLM LRM 189 0 0 16 Apr 2025
Evaluating Menu OCR and Translation: A Benchmark for Aligning Human and Automated Evaluations in Large Vision-Language Models Zhanglin Wu Tengfei Song Ning Xie Mengli Zhu Weidong Zhang ... Pengfei Li Chong Li Junhao Zhu Hao Yang Shiliang Sun 122 2 0 16 Apr 2025
Benchmarking Vision Language Models on German Factual Data René Peinl Vincent Tischler CoGe 172 1 0 15 Apr 2025
TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models Jaewoo Lee Keyang Xuan Chanakya Ekbote Sandeep Polisetty Yi R. Fung Paul Pu Liang VLM 92 1 0 14 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu Jianfei Chen Jingwei Xu Tengjiao Wang Zeang Sheng Wentao Zhang MLLM 156 1 0 14 Apr 2025
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model Yang Shi Jiaheng Liu Yushuo Guan Zhikai Wu Yize Zhang ... Bohan Zeng Wei Zhang Fuzheng Zhang Wenjing Yang Di Zhang VGen VLM 140 2 0 14 Apr 2025
COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts Jiansheng Li Xingxuan Zhang Hao Zou Yige Guo Renzhe Xu Yilong Liu Chuzhao Zhu Yue He Peng Cui VLM 95 0 0 14 Apr 2025
Resampling Benchmark for Efficient Comprehensive Evaluation of Large Vision-Language Models Teppei Suzuki Keisuke Ozawa VLM 182 0 0 14 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Ziwei Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 223 132 1 14 Apr 2025
AgMMU: A Comprehensive Agricultural Multimodal Understanding and Reasoning Benchmark Aruna Gauba Irene Pi Yunze Man Ziqi Pang Vikram S. Adve Yu-Xiong Wang 412 1 0 14 Apr 2025
Mixed Signals: Decoding VLMs' Reasoning and Underlying Bias in Vision-Language Conflict Pouya Pezeshkpour Moin Aminnaseri Estevam R. Hruschka 82 0 0 11 Apr 2025
PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models M. Dhouib Davide Buscaldi Sonia Vanier A. Shabou VLM 107 1 0 11 Apr 2025
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning Haozhe Wang Chao Qu Zuming Huang Wei Chu Fangzhen Lin Wenhu Chen OffRL ReLM SyDa LRM VLM 163 40 0 10 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement Xinze Wang Zhiyong Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM LRM VLM 224 19 0 10 Apr 2025
ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness Yijun Liang Ming Li Chenrui Fan Ziyue Li Dang Nguyen Kwesi Cobbina Shweta Bhardwaj Jiuhai Chen Fuxiao Liu Tianyi Zhou VLM CoGe 125 2 0 10 Apr 2025
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Yang Liu Qi Wang Fuzheng Zhang VLM 145 2 0 10 Apr 2025
MM-IFEngine: Towards Multimodal Instruction Following Shengyuan Ding Shenxi Wu Xiangyu Zhao Yuhang Zang Haodong Duan Xiaoyi Dong Pan Zhang Yuhang Cao Dahua Lin Jiaqi Wang OffRL 153 5 0 10 Apr 2025
Kimi-VL Technical Report Kimi Team Angang Du B. Yin Bowei Xing Bowen Qu ... Z. Huang Zhe Chen Zijia Zhao Ziwei Chen Zongyu Lin MLLM VLM MoE 406 32 0 10 Apr 2025
Capybara-OMNI: An Efficient Paradigm for Building Omni-Modal Language Models Xingguang Ji Jiakang Wang Hongzhi Zhang Jingyuan Zhang Haonan Zhou Chenxi Sun Yang Liu Qi Wang Fuzheng Zhang MLLM VLM 134 0 0 10 Apr 2025
Benchmarking Multimodal CoT Reward Model Stepwise by Visual Program Minghe Gao Xuqi Liu Zhongqi Yue Y. Wu Shuang Chen Juncheng Billy Li Siliang Tang Leilei Gan Tat-Seng Chua Yueting Zhuang OffRL LRM 105 5 0 09 Apr 2025
OmniCaptioner: One Captioner to Rule Them All Yiting Lu Jiakang Yuan Zhen Li Jike Zhong Qi Qin ... Lei Bai Zhibo Chen Peng Gao Bo Zhang Peng Gao MLLM 149 2 0 09 Apr 2025
Decoupling Contrastive Decoding: Robust Hallucination Mitigation in Multimodal Large Language Models Wei Chen Xin Yan Bin Wen Fan Yang Yan Li Di Zhang Long Chen MLLM 189 0 0 09 Apr 2025
Transfer between Modalities with MetaQueries Xichen Pan Satya Narayan Shukla Aashu Singh Zhuokai Zhao Shlok Kumar Mishra ... Jiuhai Chen Kunpeng Li F. Xu Ji Hou Saining Xie DiffM 104 21 0 08 Apr 2025
V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models Xiangxi Zheng Linjie Li Zhiyong Yang Ping Yu Alex Jinpeng Wang Rui Yan Yuan Yao Lijuan Wang LRM 74 1 0 08 Apr 2025
SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation Hao Du Bo Wu Yan Lu Zhendong Mao 87 0 0 08 Apr 2025
MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models Pengfei Zhou Fanrui Zhang Xiaopeng Peng Zhaopan Xu Jiaxin Ai ... Kai Wang Xiaojun Chang Wenqi Shao Yang You Kai Zhang ELM LRM 111 3 0 08 Apr 2025
SmolVLM: Redefining small and efficient multimodal models Andres Marafioti Orr Zohar Miquel Farré Merve Noyan Elie Bakouch ... Hugo Larcher Mathieu Morlon Lewis Tunstall Leandro von Werra Thomas Wolf VLM 99 16 0 07 Apr 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts Yimu Wang Mozhgan Nasr Azadani Sean Sedwards Krzysztof Czarnecki MLLM MoE 88 0 0 07 Apr 2025
OCC-MLLM-CoT-Alpha: Towards Multi-stage Occlusion Recognition Based on Large Language Models via 3D-Aware Supervision and Chain-of-Thoughts Guidance Chaoyi Wang Baoqing Li Xinhan Di MLLM LRM 69 0 0 07 Apr 2025
UniToken: Harmonizing Multimodal Understanding and Generation through Unified Visual Encoding Yang Jiao Haibo Qiu Zequn Jie Tian Jin Jingjing Chen Lin Ma Yu Jiang 112 10 0 06 Apr 2025
Large (Vision) Language Models are Unsupervised In-Context Learners Artyom Gadetsky Andrei Atanov Yulun Jiang Zhitong Gao Ghazal Hosseini Mighan Amir Zamir Maria Brbić VLM MLLM LRM 284 0 0 03 Apr 2025
ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement Runhui Huang Chunwei Wang Junwei Yang Guansong Lu Yunlong Yuan ... Lu Hou Wei Zhang Lanqing Hong Hengshuang Zhao Hang Xu MLLM 174 7 0 02 Apr 2025
UniViTAR: Unified Vision Transformer with Native Resolution Limeng Qiao Yiyang Gan Bairui Wang Jie Qin Shuang Xu Siqi Yang Lin Ma 177 0 0 02 Apr 2025
Are you really listening? Boosting Perceptual Awareness in Music-QA Benchmarks Yongyi Zang Sean O'Brien Taylor Berg-Kirkpatrick Julian McAuley Cheng-i Wang AuLLM 144 2 0 01 Apr 2025
Open-Qwen2VL: Compute-Efficient Pre-Training of Fully-Open Multimodal LLMs on Academic Resources Weizhi Wang Yu Tian L. Yang Heng Wang Xifeng Yan MLLM VLM 127 0 0 01 Apr 2025
Zero-shot Benchmarking: A Framework for Flexible and Scalable Automatic Evaluation of Language Models José P. Pombal Nuno M. Guerreiro Ricardo Rei André F. T. Martins ALM 142 2 0 01 Apr 2025
Scaling Language-Free Visual Representation Learning David Fan Shengbang Tong Jiachen Zhu Koustuv Sinha Zhuang Liu ... Michael G. Rabbat Nicolas Ballas Yann LeCun Amir Bar Saining Xie CLIP VLM Presented at ResearchTrend Connect \| VLM on 04 Jun 2025 181 6 0 01 Apr 2025
AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization Yiyang Du Xiaochen Wang Cai Chen Jiabo Ye Yiru Wang ... J.N. Zhang Fei Huang Zhifang Sui Maosong Sun Yi Liu MoMe 95 1 0 31 Mar 2025
KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean Language Yoonshik Kim Jaeyoon Jung 82 0 0 31 Mar 2025
CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation Jixuan Leng Chengsong Huang Langlin Huang Bill Yuchen Lin William W. Cohen Haohan Wang Jiaxin Huang LRM 166 1 0 30 Mar 2025
VideoGen-Eval: Agent-based System for Video Generation Evaluation Yuhang Yang Ke Fan Siyang Song Hongxiang Li Ailing Zeng FeiLin Han Wei-dong Zhai Wen Liu Yang Cao Zheng-jun Zha EGVM VGen 123 1 0 30 Mar 2025