Traditional language models face a challenge from hallucinations. Their very presence casts a large, dangerous shadow over the promising realm of natural language processing. It becomes crucial to understand the various kinds of hallucinations that occur nowadays, their origins, and ways of reducing them. This document provides a concise and straightforward summary of that. It serves as a one-stop resource for a general understanding of hallucinations and how to mitigate them.
翻译:传统语言模型面临幻觉问题的挑战。幻觉的存在给自然语言处理这一充满前景的领域投下了巨大而危险的阴影。理解当前出现的各类幻觉、其产生根源以及减少幻觉的方法变得至关重要。本文对此提供了简明扼要的概述,可作为全面理解幻觉现象及其缓解策略的一站式参考资料。