Explicit Reasoning Makes Better Judges: A Systematic Study on Accuracy, Efficiency, and Robustness

Pratik Jayarao, Himanshu Gupta, Neeraj Varshney +1

As Large Language Models (LLMs) are increasingly adopted as automated judges in benchmarking and reward modeling, ensuring their reliability, efficiency, and robustness has become…