ResearchBenchmarksInteractive Reasoning on ScienceWorld (Unseen)Follow0.5862Success RateAEC0.2122160.3093080.40640.503492Feb 3, 2026Evaluation ResultsMethodMethodLinksSuccess RateAECBackbone=Llama3-8BBackbone=Llama3-8B2026.020.5862WKMBackbone=Llama3-8BBackbone=Llama3-8B2026.020.5475ETOBackbone=Llama3-8BBackbone=Llama3-8B2026.020.5233KnowAgentBackbone=Llama3-8BBackbone=Llama3-8B2026.020.4918NATBackbone=Llama3-8BBackbone=Llama3-8B2026.020.4876ReflexionBackbone=Llama3-8BBackbone=Llama3-8B2026.020.2541ReActBackbone=Llama3-8BBackbone=Llama3-8B2026.020.2266