ResearchBenchmarksSingle-Agent Web Navigation on WebShop (In-domain)Follow100Success RateMAGE-4235077Mar 4, 2026Evaluation ResultsMethodMethodLinksSuccess RateMAGECategory=Meta-RLCategory=Meta-RL2026.03100GiGPOCategory=RLCategory=RL2026.0379.7GRPOCategory=RLCategory=RL2026.0371.1LAMERCategory=Meta-RLCategory=Meta-RL2026.0370.3ReActCategory=In-Context Le...Category=In-Context Learning2026.033.9ReflexionCategory=In-Context Le...Category=In-Context Learning2026.033.9A-MEMCategory=Memory-basedCategory=Memory-based2026.030MementoCategory=Memory-basedCategory=Memory-based2026.030