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arXiv 2401.06792cs.CLcs.AI

LightHouse:AGI幻觉综述

LightHouse: A Survey of AGI Hallucination

Soochow University(苏州大学)

Feng Wang

AI总结:

本文综述了通用人工智能(AGI)中的幻觉现象,梳理现有研究并指出多模态AGI幻觉研究尚处早期,同时提出未来研究方向。

摘要:

随着人工智能的发展,大规模模型变得越来越智能。然而,大量研究表明,这些大模型中的幻觉是阻碍人工智能研究发展的瓶颈。在追求实现强人工智能的过程中,大量研究工作正投入到AGI(通用人工智能)幻觉研究中。此前已有针对LLM(大语言模型)幻觉的研究探索。至于多模态AGI,幻觉研究仍处于早期阶段。为了推动幻觉现象领域的研究进展,我们提供了AGI幻觉的鸟瞰视角,总结了当前关于AGI幻觉的工作,并提出了一些未来研究方向。

英文摘要:

With the development of artificial intelligence, large-scale models have become increasingly intelligent. However, numerous studies indicate that hallucinations within these large models are a bottleneck hindering the development of AI research. 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 multimodal AGI, research on hallucinations is still in an early stage. To further the progress of research in the domain of hallucinatory phenomena, we present a bird's eye view of hallucinations in AGI, summarizing the current work on AGI hallucinations and proposing some directions for future research.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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