Title
Mitigating Image Captioning Hallucinations in Vision-Language Models Fei Zhao C. Zhang Runlin Zhang Tianyang Wang Xi Li VLM 34 0 0 06 May 2025
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models Liqiang Jing Guiming Hardy Chen Ehsan Aghazadeh Xin Eric Wang Xinya Du 48 0 0 04 May 2025
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu X. Wang Xiangnan He 40 0 0 22 Apr 2025
Towards Understanding How Knowledge Evolves in Large Vision-Language Models Sudong Wang Y. Zhang Yao Zhu Jianing Li Zizhe Wang Y. Liu Xiangyang Ji 45 0 0 31 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Y. Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang T. Tan 76 2 0 18 Mar 2025
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning Chun-Yi Kuan Hung-yi Lee AuLLM LRM 60 1 0 03 Jan 2025
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 107 2 0 24 Nov 2024
Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens Zhangqi Jiang Junkai Chen Beier Zhu Tingjin Luo Yankun Shen Xu Yang 95 4 0 23 Nov 2024
AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models Kim Sung-Bin Oh Hyun-Bin JungMok Lee Arda Senocak Joon Son Chung Tae-Hyun Oh MLLM VLM 33 2 0 23 Oct 2024
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data Chenglong Wang Yang Gan Yifu Huo Yongyu Mu Murun Yang ... Chunliang Zhang Tongran Liu Quan Du Di Yang Jingbo Zhu VLM 61 4 0 22 Aug 2024
Order Matters in Hallucination: Reasoning Order as Benchmark and Reflexive Prompting for Large-Language-Models Zikai Xie HILM LRM 51 5 0 09 Aug 2024
From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning Nan Xu Fei Wang Sheng Zhang Hoifung Poon Muhao Chen 32 6 0 01 Jul 2024
VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models Zejun Li Ruipu Luo Jiwen Zhang Minghui Qiu Zhongyu Wei Zhongyu Wei LRM MLLM 52 6 0 27 May 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 80 136 0 29 Apr 2024
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 116 367 0 07 Nov 2023
Don't Make Your LLM an Evaluation Benchmark Cheater Kun Zhou Yutao Zhu Zhipeng Chen Wentong Chen Wayne Xin Zhao Xu Chen Yankai Lin Ji-Rong Wen Jiawei Han ELM 105 136 0 03 Nov 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