Faithful or Fabricated? A Causal Framework for Rationalization Bias in LLM Judges

Riya Tapwal, Abhishek Kumar, Carsten Maple

Large language models (LLMs) are increasingly used as automatic judges for summarization and dialogue evaluation. Prior work has documented biases such as position, verbosity, and…