KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Modelsby Ruizhe Zhang, Yongxin…
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Modelsby Fushuo Huo, Wenchao Xu, Zhong Zhang, Haozhao…
Misinforming LLMs: vulnerabilities, challenges and opportunitiesby Bo Zhou, Daniel Geißler, Paul LukowiczFirst submitted to arxiv…
Mitigating Multilingual Hallucination in Large Vision-Language Modelsby Xiaoye Qu, Mingyang Song, Wei Wei, Jianfeng Dong,…
WildHallucinations: Evaluating Long-form Factuality in LLMs with Real-World Entity Queriesby Wenting Zhao, Tanya Goyal, Yu…
Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language Modelsby Kenza…
DOPRA: Decoding Over-accumulation Penalization and Re-allocation in Specific Weighting Layerby Jinfeng Wei, Xiaofeng ZhangFirst submitted…
Halu-J: Critique-Based Hallucination Judgeby Binjie Wang, Steffi Chern, Ethan Chern, Pengfei LiuFirst submitted to arxiv…
Addressing Image Hallucination in Text-to-Image Generation through Factual Image Retrievalby Youngsun Lim, Hyunjung ShimFirst submitted…
Look Within, Why LLMs Hallucinate: A Causal Perspectiveby He Li, Haoang Chi, Mingyu Liu, Wenjing…