Interactive Fiction on TextWorld
98.7Success Rate (%)LLM-only
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM-onlyBackbones=Averaged over Gemma-9B, LLaMA-3.1-8B, Qwen2.5-7B, Qwen2.5-14B2026.05 | 98.7 | 100 | |
| Oracle RouterBackbones=Averaged over Gemma-9B, LLaMA-3.1-8B, Qwen2.5-7B, Qwen2.5-14B2026.05 | 98.6 | 35.4 | |
| Heuristic RouterBackbones=Averaged over Gemma-9B, LLaMA-3.1-8B, Qwen2.5-7B, Qwen2.5-14B2026.05 | 98.4 | 99.9 | |
| R2VBackbones=Averaged over Gemma-9B, LLaMA-3.1-8B, Qwen2.5-7B, Qwen2.5-14B, alpha=0.20, epsilon=0.102026.05 | 98.2 | 41.7 | |
| SLM-onlyBackbones=Averaged over Gemma-9B, LLaMA-3.1-8B, Qwen2.5-7B, Qwen2.5-14B2026.05 | 64.6 | 0 | |
| Entropy RouterBackbones=Averaged over Gemma-9B, LLaMA-3.1-8B, Qwen2.5-7B, Qwen2.5-14B2026.05 | 64.6 | 0 |