Usable XAI: 10 Strategies Towards Exploiting Explainability in the LLM Era

arXiv:2403.08946v1 Announce Type: new
Abstract: Explainable AI (XAI) refers to techniques that provide human-understandable insights into the workings of AI models. Recently, the focus of XAI is being extended towards Large Language Models (LLMs) which are often criticized for their lack of transparency. This extension calls for a significant transformation in XAI methodologies because of two reasons. First, many existing XAI methods cannot be directly applied to LLMs due to their complexity advanced capabilities. Second, as LLMs are increasingly deployed …

arxiv cs.cl cs.cy cs.lg explainability llm strategies type xai