ResearchBenchmarksAgentic Task Solving on ShellOpsAgentic Task Solving on ShellOpsFollow0.462Pass@3A³0.125040.212520.30.38748May 8, 2026Evaluation resultsMethodMethodLinksPass@3Pass@5A³variant=σ-Revealvariant=σ-Reveal2026.050.4620.557A³variant=Vanillavariant=Vanilla2026.050.4270.514GiGPO2026.050.2230.286GSPO2026.050.2190.277HGPO2026.050.2190.283LATS2026.050.2140.277RetroAgent2026.050.1710.222ReACT2026.050.1660.206rStar2026.050.1380.175