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.
翻译:[译文摘要] 随着人工智能的发展,大规模模型不断展现出更高的智能水平。然而,大量研究表明,这些大型模型中的幻觉现象已成为制约人工智能研究发展的瓶颈。在追求强人工智能的过程中,大量研究资源正投入到通用人工智能(AGI)幻觉研究中。此前的研究主要集中于大型语言模型(LLM)中的幻觉现象。对于多模态通用人工智能而言,其幻觉研究仍处于早期阶段。为推进该领域的发展,本文对AGI中的幻觉现象进行了全景式梳理,总结了当前AGI幻觉研究的相关工作,并提出了未来研究方向。