EarlyEval: Cheaper Agent Evaluation via Early Outcome Prediction

In 30 Sekunden

Was passiert ist

EarlyEval predicts when LLM agents will succeed or fail mid-execution and stops runs early, cutting evaluation costs by 13-26% of steps.

Warum es zählt

Teams iterating on LLM agents need this when frontier model evaluation costs hundreds to thousands per benchmark pass during development cycles.

Achtung

Early stopping reduces resolve rates by one to two percentage points on average, and the approach requires training classifiers per benchmark.