Unified Hallucination Detection for Multimodal Large Language Models

Unified Hallucination Detection for Multimodal Large Language Models

5 February 2024

Ningyu Zhang

Lei Liang

Huajun Chen

Papers citing "Unified Hallucination Detection for Multimodal Large Language Models"

12 / 12 papers shown

Title
Granite Vision: a lightweight, open-source multimodal model for enterprise Intelligence Granite Vision Team Leonid Karlinsky Assaf Arbelle Abraham Daniels A. Nassar ... Sriram Raghavan T. Syeda-Mahmood Peter W. J. Staar Tal Drory Rogerio Feris VLM AI4TS 114 0 0 14 Feb 2025
Sparse Attention Vectors: Generative Multimodal Model Features Are Discriminative Vision-Language Classifiers Chancharik Mitra Brandon Huang Tianning Chai Zhiqiu Lin Assaf Arbelle Rogerio Feris Leonid Karlinsky Trevor Darrell Deva Ramanan Roei Herzig VLM 126 4 0 28 Nov 2024
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation Chenxi Wang Xiang Chen N. Zhang Bozhong Tian Haoming Xu Shumin Deng H. Chen MLLM LRM 34 4 0 15 Oct 2024
Pre-Training Multimodal Hallucination Detectors with Corrupted Grounding Data Spencer Whitehead Jacob Phillips Sean Hendryx 31 0 0 30 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 79 13 0 16 Aug 2024
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion Models Yichen Sun Zhixuan Chu Zhan Qin Kui Ren DiffM 35 0 0 24 Jun 2024
MetaToken: Detecting Hallucination in Image Descriptions by Meta Classification Laura Fieback Jakob Spiegelberg Hanno Gottschalk MLLM 62 5 0 29 May 2024
Knowledge Circuits in Pretrained Transformers Yunzhi Yao Ningyu Zhang Zekun Xi Meng Wang Ziwen Xu Shumin Deng Huajun Chen KELM 64 20 0 28 May 2024
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models Mintong Kang Nezihe Merve Gürel Ning Yu D. Song Bo-wen Li 79 20 0 05 Feb 2024
Agent AI: Surveying the Horizons of Multimodal Interaction Zane Durante Qiuyuan Huang Naoki Wake Ran Gong J. Park ... Yejin Choi Katsushi Ikeuchi Hoi Vo Fei-Fei Li Jianfeng Gao LM&Ro 97 74 0 07 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
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 208 900 0 27 Apr 2023