HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning

Hallucination has been a major problem for large language models and remains a critical challenge when it comes to multimodality in which vision-language models (VLMs) have to deal with not just textual but also visual inputs. Despite rapid progress in VLMs, resources for evaluating and addressing m...

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Veröffentlicht in:	arXiv.org 2024-07
Hauptverfasser:	Wang, Zhecan, Bingham, Garrett, Adams, Yu, Le, Quoc, Luong, Thang, Ghiasi, Golnaz
Format:	Artikel
Sprache:	eng
Schlagworte:	Datasets Hallucinations Large language models Reasoning Synthetic data Visual aspects
Online-Zugang:	Volltext
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