Title
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 86 1 0 26 Apr 2025
Aurelia: Test-time Reasoning Distillation in Audio-Visual LLMs Sanjoy Chowdhury Hanan Gani Nishit Anand Sayan Nag Ruohan Gao Mohamed Elhoseiny Salman Khan Dinesh Manocha LRM 54 0 0 29 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Yuyao Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang Tieniu Tan 164 2 0 18 Mar 2025
MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts P. Wang Zhongzhi Li Fei Yin Dekang Ran Chenglin Liu Cheng-Lin Liu LRM 50 3 0 28 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 87 3 0 26 Feb 2025
Natural Language Generation from Visual Sequences: Challenges and Future Directions Aditya K Surikuchi Raquel Fernández Sandro Pezzelle EGVM 210 0 0 18 Feb 2025
MergeME: Model Merging Techniques for Homogeneous and Heterogeneous MoEs Yuhang Zhou Giannis Karamanolakis Victor Soto Anna Rumshisky Mayank Kulkarni Furong Huang Wei Ai Jianhua Lu MoMe 106 0 0 03 Feb 2025
MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation Haibo Tong Zhaoyang Wang Zhengzhang Chen Haonian Ji Shi Qiu ... Peng Xia Mingyu Ding Rafael Rafailov Chelsea Finn Huaxiu Yao EGVM VGen 102 2 0 03 Feb 2025
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 104 2 0 20 Dec 2024
Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation Seulbi Lee J. Kim Sangheum Hwang LRM 130 0 0 19 Oct 2024
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models Peng Xia Siwei Han Shi Qiu Yiyang Zhou Zhaoyang Wang ... Chenhang Cui Mingyu Ding Linjie Li Lijuan Wang Huaxiu Yao 54 10 0 14 Oct 2024
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training Gen Luo Xue Yang Wenhan Dou Zhaokai Wang Jifeng Dai Jifeng Dai Yu Qiao Xizhou Zhu VLM MLLM 65 25 0 10 Oct 2024
The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs Hong Li Nanxi Li Yuanjie Chen Jianbin Zhu Qinlu Guo Cewu Lu Yong-Lu Li MLLM 36 1 0 02 Oct 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images Zhecan Wang Junzhang Liu Chia-Wei Tang Hani Alomari Anushka Sivakumar ... Haoxuan You A. Ishmam Kai-Wei Chang Shih-Fu Chang Chris Thomas CoGe VLM 61 2 0 19 Sep 2024
TC-Bench: Benchmarking Temporal Compositionality in Text-to-Video and Image-to-Video Generation Weixi Feng Jiachen Li Michael Stephen Saxon Tsu-jui Fu Wenhu Chen William Yang Wang EGVM VGen 38 9 0 12 Jun 2024
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Xiyao Wang Jiuhai Chen Zhaoyang Wang Yuhang Zhou Yiyang Zhou ... Dinesh Manocha Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 62 33 0 24 May 2024
Emojis Decoded: Leveraging ChatGPT for Enhanced Understanding in Social Media Communications Yuhang Zhou Paiheng Xu Xiyao Wang Xuan Lu Ge Gao Wei Ai 65 5 0 22 Jan 2024
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding Sicong Leng Hang Zhang Guanzheng Chen Xin Li Shijian Lu Chunyan Miao Li Bing VLM MLLM 95 198 0 28 Nov 2023
Explore Spurious Correlations at the Concept Level in Language Models for Text Classification Yuhang Zhou Paiheng Xu Xiaoyu Liu Bang An Wei Ai Furong Huang LRM 71 20 0 15 Nov 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 126 375 0 07 Nov 2023
Vision-Language Models are Zero-Shot Reward Models for Reinforcement Learning Juan Rocamonde Victoriano Montesinos Elvis Nava Ethan Perez David Lindner VLM 33 76 0 19 Oct 2023
COPlanner: Plan to Roll Out Conservatively but to Explore Optimistically for Model-Based RL Xiyao Wang Ruijie Zheng Yanchao Sun Ruonan Jia Wichayaporn Wongkamjan Huazhe Xu Furong Huang OffRL 54 12 0 11 Oct 2023