Ziwei Xu Hallucination Is Inevitable an Innate Limitation Llm 2024
[TOC] Title: Hallucination Is Inevitable an Innate Limitation Llm 2024 Author: Ziwei Xu et. al. Publish Year: 22 Jan 2024 Review Date: Sun, Jan 28, 2024 url: arXiv:2401.11817v1 Summary of paper Contribution The paper formalizes the issue of hallucination in large language models (LLMs) and argues that it is impossible to completely eliminate hallucination. It defines hallucination as inconsistencies between a computable LLM and a computable ground truth function. By drawing from learning theory, the paper demonstrates that LLMs cannot learn all computable functions, thus always prone to hallucination....