This is a Plain English Papers summary of a research paper called Study Shows AI Models Struggle to Explain Themselves Clearly to Regular Users. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- Research examines if Large Language Models (LLMs) can accurately explain their own workings to non-experts
- Focuses on high-stakes domains like healthcare and finance
- Tests LLM explanations for faithfulness and understandability
- Proposes new evaluation framework called ReQuest
- Analyzes GPT-4, ChatGPT, and other leading models
Plain English Explanation
Large Language Models like ChatGPT are becoming common in important areas like healthcare and finance. But can these AI systems accurately explain how they work to regular people? T...
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