Mitigating Hallucination in Multimodal Large Language Model via
Hallucination-targeted Direct Preference Optimization

Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization

Annual Meeting of the Association for Computational Linguistics (ACL), 2024

15 November 2024

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Papers citing "Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization"

9 / 9 papers shown

Title
RL makes MLLMs see better than SFT Junha Song Sangdoo Yun Dongyoon Han Jaegul Choo Byeongho Heo OffRL 171 0 0 18 Oct 2025
Empowering Multimodal LLMs with External Tools: A Comprehensive Survey Wenbin An Jiahao Nie Yaqiang Wu Feng Tian Shijian Lu Q. Zheng MLLM 166 1 0 14 Aug 2025
Fine-Grained Preference Optimization Improves Spatial Reasoning in VLMs Yifan Shen Yuanzhe Liu Jingyuan Zhu Xu Cao Xiaofeng Zhang Yixiao He Wenming Ye James M. Rehg Ismini Lourentzou LRM 122 3 0 26 Jun 2025
Preemptive Hallucination Reduction: An Input-Level Approach for Multimodal Language Model Nokimul Hasan Arif Shadman Rabby Md Hefzul Hossain Papon Sabbir Ahmed MLLM VLM 275 0 0 29 May 2025
NEXT: Multi-Grained Mixture of Experts via Text-Modulation for Multi-Modal Object Re-Identification Shihao Li Chenglong Li Aihua Zheng Andong Lu Jin Tang 510 1 0 26 May 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Yujiao Shi Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Zheng Zhang Yan Huang Liang Wang Tieniu Tan 781 12 0 18 Mar 2025
Grounded Chain-of-Thought for Multimodal Large Language Models Qiong Wu Xiangcong Yang Weihao Ye Chenxin Fang Baiyang Song Xiaoshuai Sun Rongrong Ji LRM 409 23 0 17 Mar 2025
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization Shuo Xing Peiran Li Peiran Li Ruizheng Bai Longji Xu Chan-wei Hu Chengxuan Qian Huaxiu Yao Zhengzhong Tu 449 18 0 18 Feb 2025
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 576 303 0 29 Apr 2024