A Survey on Hallucination in Large Vision-Language Models Recent development of Large Vision-Language Models (LVLMs) has attracted growing attention within the AI landscape for its practical implementation potenti... H Liu,W Xue,Y Chen,... 被引量: 0发表: 2024年 Towards trustworthy LLMs: a ...
😎 We have uploaded a comprehensive survey about the hallucination issue within the context of large language models, which discussed the evaluation, explanation, and mitigation. Check it out! Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models If you think our su...
As Large Language Models (LLMs) continue to advance in their ability to write human-like text, a key challenge remains around their tendency to "hallucinate"– generating content that appears factual but is ungrounded. This issue of hallucination is arguably the biggest hindrance to safely deployin...
Recently, through the acquisition of vast amounts of Web knowledge, large language models (LLMs) have shown potential in human-level intelligence, leading to a surge in research on LLM-based autonomous agents. In this paper, we present a comprehensive survey of these studies, delivering a ...
A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions,Huang et al.,arXiv 2023, [Paper] Unveiling the pitfalls of knowledge editing for large language models,Li et al.,ICLR 2024, [Paper] ...
In: Adjunct Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology. 2023, 1–3 38. Wang G, Xie Y, Jiang Y, Mandlekar A, Xiao C, Zhu Y, Fan L, Anandkumar A. Voyager: An open-ended embodied agent with large language models. arXiv preprint arXiv:...
As many people experience hallucinations in more than one sensory modality, it seems important to investigate potential hallucination subtypes across different sensory modalities. We assessed the content of hallucinations as part of a large survey among the general Dutch population ...
In the pursuit of achieving strong artificial intelligence, a significant volume of research effort is being invested in the AGI (Artificial General Intelligence) hallucination research. Previous explorations have been conducted in researching hallucinations within LLMs (Large Language Models). As for ...
A SurveyXun Liang ∗ , Senior Member, IEEE, Shichao Song ∗ , Zifan Zheng ∗ , Hanyu Wang, Qingchen Yu,Xunkai Li, Rong-Hua Li, Yi Wang, Zhonghao Wang, Feiyu Xiong, Zhiyu Li †Abstract—Large language models (LLMs) often exhibit def i -cient reasoning or generate hallucinations...
6.4 幻觉(Hallucination) 6.5 知识边界(Knowledge boundary) 6.6 效率(Efficiency) 7 结论(Conclusion) 3 基于LLM的自主代理应用程序(LLM-based autonomous agent application) 由于强大的语言理解、复杂的任务推理和常识理解能力,基于LLM的自主代理在影响多个领域方面显示出巨大的潜力。本节简要总结了之前的研究,并根据其...