Beyond Scores: Understanding LLM-as-a-Judge Mechanisms in Summarization Evaluation

Himil Vasava, Ming Jiang

LLM-based evaluators of natural language generation (NLG) quality are widely deployed as scoring tools and as automated training signals, yet the internal procedure by which they a…