World Modeling on ScienceWorld
52.8Matter ScoreNeSyS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| NeSySBackbone=Qwen3-4B, Reciprocal Refinement Phase=Phase 12026.02 | 52.8 | 43.1 | 68.8 | 62.4 | 63.9 | 55.9 | 54.2 | 58.6 | |
| Neural WMBackbone=Qwen3-4B, Reciprocal Refinement Phase=Phase 22026.02 | 50 | 58.8 | 91.3 | 66.9 | 94.4 | 59.3 | 66.1 | 68.5 | |
| NeSySBackbone=Qwen3-4B, Reciprocal Refinement Phase=Phase 2, Training Data Percentage=45%2026.02 | 50 | 60.8 | 88.8 | 75.8 | 94.4 | 59.3 | 66.1 | 71 | |
| SFTBackbone=Qwen3-4B, Training Data Percentage=100%2026.02 | 48.6 | 66.7 | 91.3 | 68.8 | 100 | 59.3 | 50.8 | 68.3 | |
| NeSySBackbone=Llama3.2-1B, Reciprocal Refinement Phase=Phase 2, Training Data Percentage=45%2026.02 | 47.2 | 64.7 | 88.8 | 73.3 | 91.7 | 50.9 | 59.3 | 68.3 | |
| Qwen3-14BBackbone=Qwen3-14B2026.02 | 45.8 | 43.1 | 68.8 | 46.5 | 64.9 | 47.5 | 49.2 | 51.2 | |
| GPT-5-miniBackbone=GPT-5-mini2026.02 | 45.8 | 51 | 72.5 | 52.2 | 72.2 | 50.8 | 50.8 | 55.4 | |
| Symbolic WMBackbone=Llama3.2-1B, Reciprocal Refinement Phase=Phase 22026.02 | 45.8 | 41.2 | 78.8 | 56.7 | 41.7 | 45.8 | 55.9 | 54.7 | |
| NeSySBackbone=Llama3.2-1B, Reciprocal Refinement Phase=Phase 12026.02 | 43.1 | 27.5 | 61.3 | 58.6 | 50 | 42.4 | 37.3 | 48.8 | |
| Symbolic WMBackbone=Qwen3-4B, Reciprocal Refinement Phase=Phase 22026.02 | 43.1 | 58.8 | 68.8 | 62.4 | 75 | 44.1 | 55.9 | 58.4 | |
| Qwen3-8BBackbone=Qwen3-8B2026.02 | 38.9 | 31.4 | 65 | 43.3 | 66.7 | 45.8 | 40.7 | 46.5 | |
| Phi-4-miniBackbone=Phi-4-mini2026.02 | 38.9 | 39.2 | 63.8 | 50.3 | 50 | 40.7 | 33.9 | 46.7 | |
| Neural WMBackbone=Qwen3-4B, Reciprocal Refinement Phase=Phase 12026.02 | 38.9 | 35.3 | 63.8 | 43.3 | 63.9 | 42.4 | 47.5 | 46.9 | |
| Symbolic WMBackbone=Qwen3-4B, Reciprocal Refinement Phase=Phase 12026.02 | 38.9 | 47.1 | 52.5 | 61.2 | 41.7 | 33.9 | 54.2 | 50 | |
| SFTBackbone=Llama3.2-1B, Training Data Percentage=100%2026.02 | 37.5 | 64.7 | 81.3 | 68.8 | 80.6 | 54.2 | 62.7 | 64.4 | |
| Neural WMBackbone=Llama3.2-1B, Reciprocal Refinement Phase=Phase 22026.02 | 37.5 | 66.7 | 71.3 | 70.1 | 77.8 | 47.5 | 55.9 | 61.7 | |
| Llama3.1-8BBackbone=Llama3.1-8B2026.02 | 36.1 | 29.4 | 68.8 | 42.7 | 38.9 | 52.5 | 33.9 | 44.4 | |
| GPT-oss-20BBackbone=GPT-oss-20B2026.02 | 34.7 | 49 | 48.8 | 47.7 | 40.6 | 33.9 | 25.4 | 41.2 | |
| Symbolic WMBackbone=Llama3.2-1B, Reciprocal Refinement Phase=Phase 12026.02 | 33.3 | 39.2 | 58.8 | 56.7 | 41.7 | 30.5 | 47.5 | 46.9 | |
| Neural WMBackbone=Llama3.2-1B, Reciprocal Refinement Phase=Phase 12026.02 | 27.8 | 17.7 | 42.5 | 39.5 | 44.4 | 27.1 | 15.3 | 32.3 |