Share the Judge, Learn the Deferral: Where Specialization Helps LLM Evaluation
The episode discusses 'Share the Judge, Learn the Deferral,' a paper detailing how specialization improves LLM evaluation. Hosts explore using specialized judges and deferral—queuing ambiguous instances for expert review—to build robust, multi-layered safety nets that quantify model weaknesses rather than relying on simple pass/fail judgments.