Interactive Reasoning on ScienceWorld 30 tasks
84.7ScoreSwiftSage
Evaluation results
| Method | Links | |
|---|---|---|
| SwiftSageBackbone=SWIFT + SAGE (GPT-4), Regime=Hybrid (BC + prompting)2026.03 | 84.7 | |
| CLINBackbone=GPT-4, Regime=Continual memory update2026.03 | 59.8 | |
| RetrospexBackbone=Flan-T5-large + RL, Regime=Trained (IL+RL)2026.03 | 56 | |
| Retrospex: IL-T5Backbone=Flan-T5-large, Regime=Trained (IL)2026.03 | 48.8 | |
| SwiftSage: ReflexionBackbone=GPT-4, Regime=Prompt-only (iterative reflection)2026.03 | 45.3 | |
| SwiftSage: ReActBackbone=GPT-4, Regime=Prompt-only (few-shot)2026.03 | 36.4 |