Circuit Reasoning on SpecEval-QA
1Signal-Module Config Loc (Avg)ChipMind
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChipMindModel Type=KG-augmented Reasoning, Base LLM=DeepSeek-R12025.12 | 1 | 0 | 0.84 | 0.15 | 0.93 | 0.02 | 0.97 | 0.06 | 1 | 0 | 0.95 | |
| HippoRAG 2Model Type=KG-based RAG2025.12 | 0.94 | 0.13 | 0.73 | 0.25 | 0.78 | 0.19 | 0.68 | 0.35 | 0.72 | 0.18 | 0.76 | |
| ReActModel Type=Reasoning-augmented Framework2025.12 | 0.94 | 0.13 | 0.67 | 0.16 | 0.73 | 0.12 | 0.72 | 0.3 | 0.9 | 0.11 | 0.79 | |
| Llama-4-scoutModel Type=Vector RAG2025.12 | 0.93 | 0.15 | 0.49 | 0.25 | 0.6 | 0.22 | 0.6 | 0.19 | 0.6 | 0.32 | 0.64 | |
| IRCoTModel Type=Reasoning-augmented Framework2025.12 | 0.93 | 0.15 | 0.59 | 0.21 | 0.88 | 0.12 | 0.83 | 0.18 | 0.79 | 0.16 | 0.81 | |
| DeepSeek-R1Model Type=Vector RAG2025.12 | 0.86 | 0.18 | 0.6 | 0.26 | 0.72 | 0.13 | 0.89 | 0.18 | 0.64 | 0.3 | 0.78 | |
| GPT-4.1Model Type=Vector RAG2025.12 | 0.82 | 0.15 | 0.63 | 0.26 | 0.87 | 0.04 | 0.85 | 0.21 | 0.78 | 0.17 | 0.79 | |
| Claude-4Model Type=Vector RAG2025.12 | 0.76 | 0.21 | 0.56 | 0.38 | 0.82 | 0.09 | 0.82 | 0.19 | 0.71 | 0.31 | 0.73 | |
| Search-o1Model Type=Reasoning-augmented Framework2025.12 | 0.76 | 0.43 | 0.59 | 0.41 | 0.68 | 0.24 | 0.71 | 0.29 | 0.74 | 0.17 | 0.7 | |
| LightRAGModel Type=KG-based RAG2025.12 | 0.68 | 0.42 | 0.38 | 0.15 | 0.69 | 0.2 | 0.63 | 0.21 | 0.55 | 0.18 | 0.61 | |
| GraphRAGModel Type=KG-based RAG2025.12 | 0.56 | 0.52 | 0.45 | 0.48 | 0.76 | 0.11 | 0.4 | 0.42 | 0.77 | 0.17 | 0.55 |