This is a Plain English Papers summary of a research paper called EvalPlanner: AI System Uses Strategic Planning to Judge Language Model Outputs More Accurately. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

Overview

• New framework called EvalPlanner for evaluating language model outputs
• Uses large language models (LLMs) as automated judges
• Combines planning and reasoning for more reliable evaluations
• Trained on synthetic data to improve evaluation capabilities
• Achieves state-of-the-art performance on multiple benchmarks

Plain English Explanation

Learning to plan and reason introduces a system that helps judge the quality of AI-generated text. Think of it like training an expert reviewer who first plans how they'll evaluate something, t...

Click here to read the full summary of this paper