Reference-Free Rating of LLM Responses via Latent Information

Leander Girrbach, Chi-Ping Su, Tankred Saanum +3

How reliable are single-response LLM-as-a-judge ratings without references, and can we obtain fine-grained, deterministic scores in this setting? We study the common practice of as…