Machine Learning Algorithms & Natural Language Processing

Jul 15, 2026 · Artificial Intelligence

How SEAGym Tackles Evaluation Challenges of Self‑Evolving LLM Agents

The SEAGym benchmark reframes LLM agent evaluation from static success rates to dynamic harness evolution, offering multi‑view metrics, detailed snapshot diagnostics, and extensive experiments that reveal validation gains, OOD generalization gaps, batch‑size trade‑offs, and cross‑model transfer effects.