Multi-domain language model evaluation on FusionFactory full (14 tasks) (test)
61.2Math ScoreBest LLM
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Best LLMFusion LLM Size=Full, Fusion Criteria=N/A2025.07 | 61.2 | 54.5 | 78.6 | 34.5 | 87.2 | 44.1 | 60 | |
| Thought-level FusionFactoryFusion Level=Thought, Fusion LLM Size=Small, Fusion Criteria=Hybrid-70b2025.07 | 61.2 | 55 | 77.8 | 31.2 | 96.6 | 44.7 | 61.1 | |
| Self-ConsistencyFusion LLM Size=Full, Fusion Criteria=Response-level2025.07 | 61 | 53.5 | 75.8 | 32.6 | 88.4 | 42 | 58.9 | |
| Thought-level FusionFactoryFusion Level=Thought, Fusion LLM Size=Small, Fusion Criteria=Hybrid-8b2025.07 | 61 | 42.3 | 77.8 | 30.1 | 95.6 | 44.3 | 58.5 | |
| LLM-BlenderFusion LLM Size=Full, Fusion Criteria=Response-level2025.07 | 60.4 | 54.8 | 77.5 | 33.2 | 91.8 | 43.8 | 60.3 | |
| Zero-shotFusion LLM Size=Small, Fusion Criteria=N/A2025.07 | 60.2 | 51.7 | 71.5 | 33.4 | 83.4 | 39.8 | 56.7 | |
| Query-level FusionFactoryFusion Level=Query, Fusion LLM Size=Small, Fusion Criteria=Performance2025.07 | 59.9 | 52.2 | 79.2 | 33.8 | 86.2 | 39.5 | 58.5 | |
| Thought-level FusionFactoryFusion Level=Thought, Fusion LLM Size=Full, Fusion Criteria=Hybrid-70b2025.07 | 58.8 | 56.2 | 79.6 | 30.3 | 97 | 47.3 | 61.5 | |
| Thought-level FusionFactoryFusion Level=Thought, Fusion LLM Size=Full, Fusion Criteria=Hybrid-70b w/o near-dup2025.07 | 57.6 | 56 | 77.4 | 29.7 | 95.8 | 46.1 | 60.4 | |
| Thought-level FusionFactoryFusion Level=Thought, Fusion LLM Size=Full, Fusion Criteria=Hybrid-8b2025.07 | 54.4 | 56.4 | 79.9 | 30.4 | 96.5 | 45.2 | 60.5 | |
| FuseLLM-adaptedFusion LLM Size=Full, Fusion Criteria=Model-level2025.07 | 54.2 | 45.5 | 79.2 | 28.6 | 84.6 | 41.8 | 55.7 | |
| Model-level FusionFactoryFusion Level=Model, Fusion LLM Size=Small, Fusion Criteria=LLM Judge2025.07 | 53 | 51 | 70.8 | 28.6 | 85.1 | 41 | 54.9 | |
| Model-level FusionFactoryFusion Level=Model, Fusion LLM Size=Full, Fusion Criteria=LLM Judge2025.07 | 52.8 | 43.6 | 80.2 | 29 | 85.1 | 42.5 | 55.5 |