Agent Task on PinchBench (PB)
100AccuracyLLM-guided spec search
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-guided spec searchStudent Model=Qwen3.5-9B, Optimization Status=Optimized, Teacher Selection=Best teacher per benchmark2026.05 | 100 | 3.2 | |
| Claude Opus 4.6Deployment=Cloud baseline2026.05 | 100 | — | |
| GPT 5.4Deployment=Cloud baseline2026.05 | 100 | — | |
| Gemini 3.1 ProDeployment=Cloud baseline2026.05 | 100 | — | |
| Qwen3.5-27BDeployment=Local model2026.05 | 100 | — | |
| Qwen3.5-35BDeployment=Local model2026.05 | 100 | — | |
| Qwen3.5-122BDeployment=Local model2026.05 | 100 | — | |
| Best LocalConfig=Oracle local routing frontier2026.05 | 100 | — | |
| Qwen3.5-9BStudent Model=Qwen3.5-9B, Optimization Status=Base2026.05 | 96.8 | — | |
| Qwen3.5-9BDeployment=Local model2026.05 | 96.8 | — | |
| LLM-guided spec searchStudent Model=Gemma4-E4B, Optimization Status=Optimized, Teacher Selection=Best teacher per benchmark2026.05 | 96.5 | 11.5 | |
| Gemma4-26BDeployment=Local model2026.05 | 95.1 | — | |
| LLM-guided spec searchStudent Model=Qwen3.5-4B, Optimization Status=Optimized, Teacher Selection=Best teacher per benchmark2026.05 | 94 | 2.7 | |
| Qwen3.5-4BStudent Model=Qwen3.5-4B, Optimization Status=Base2026.05 | 91.3 | — | |
| Nemotron-Super-120BDeployment=Local model2026.05 | 91.1 | — | |
| Gemma4-E4BStudent Model=Gemma4-E4B, Optimization Status=Base2026.05 | 85 | — | |
| Gemma4-E4BDeployment=Local model2026.05 | 85 | — | |
| Granite 4.0 H-SmallDeployment=Local model2026.05 | 84 | — | |
| LLM-guided spec searchStudent Model=Nemotron-Nano-4B, Optimization Status=Optimized, Teacher Selection=Best teacher per benchmark2026.05 | 83 | 74.3 | |
| Granite 3.3 8BDeployment=Local model2026.05 | 28 | — | |
| Nemotron-Nano-4BStudent Model=Nemotron-Nano-4B, Optimization Status=Base2026.05 | 8.7 | — |