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Hal-Eval: A Universal and Fine-grained Hallucination Evaluation
  Framework for Large Vision Language Models

Hal-Eval: A Universal and Fine-grained Hallucination Evaluation Framework for Large Vision Language Models

24 February 2024
Chaoya Jiang
Wei Ye
Mengfan Dong
Hongrui Jia
Haiyang Xu
Mingshi Yan
Ji Zhang
Shikun Zhang
    VLMMLLM
ArXiv (abs)PDFHTML

Papers citing "Hal-Eval: A Universal and Fine-grained Hallucination Evaluation Framework for Large Vision Language Models"

9 / 9 papers shown
DIQ-H: Evaluating Hallucination Persistence in VLMs Under Temporal Visual Degradation
DIQ-H: Evaluating Hallucination Persistence in VLMs Under Temporal Visual Degradation
Zexin Lin
Hawen Wan
Yebin Zhong
Xiaoqiang
VLM
172
0
0
03 Dec 2025
Empowering Multimodal LLMs with External Tools: A Comprehensive Survey
Empowering Multimodal LLMs with External Tools: A Comprehensive Survey
Wenbin An
Jiahao Nie
Yaqiang Wu
Feng Tian
Shijian Lu
Q. Zheng
MLLM
240
1
0
14 Aug 2025
A Survey of Multimodal Hallucination Evaluation and Detection
A Survey of Multimodal Hallucination Evaluation and Detection
Zhiyuan Chen
Yuecong Min
Jie M. Zhang
Bei Yan
Jiahao Wang
X. Wang
Shiguang Shan
HILM
446
9
0
25 Jul 2025
When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding
When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding
Yan Shu
Hangui Lin
Yexin Liu
Yan Zhang
Gangyan Zeng
Yan Li
Can Ma
Ser-Nam Lim
Harry Yang
Andrii Zadaianchuk
MLLMVLM
414
6
0
05 Jun 2025
Beyond the Destination: A Novel Benchmark for Exploration-Aware Embodied Question Answering
Beyond the Destination: A Novel Benchmark for Exploration-Aware Embodied Question Answering
Kaixuan Jiang
Wenshu Fan
Weixing Chen
Jingzhou Luo
Ziliang Chen
Ling Pan
G. Li
Guanbin Li
492
18
0
14 Mar 2025
FIHA: Autonomous Hallucination Evaluation in Vision-Language Models with Davidson Scene Graphs
FIHA: Autonomous Hallucination Evaluation in Vision-Language Models with Davidson Scene Graphs
Bowen Yan
Zhengsong Zhang
Liqiang Jing
Eftekhar Hossain
Xinya Du
338
6
0
20 Sep 2024
Interpreting and Mitigating Hallucination in MLLMs through Multi-agent
  Debate
Interpreting and Mitigating Hallucination in MLLMs through Multi-agent Debate
Zheng Lin
Zhenxing Niu
Zhibin Wang
Yinghui Xu
236
17
0
30 Jul 2024
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal
  Reasoning
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning
Zhecan Wang
Garrett Bingham
Adams Wei Yu
Quoc V. Le
Thang Luong
Golnaz Ghiasi
MLLMLRM
430
31
0
22 Jul 2024
FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback
FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback
Liqiang Jing
Xinya Du
434
30
0
07 Apr 2024
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