Knowledge Graph Extraction on SQL
95.22Node SignificanceInstructKG (without Roles)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InstructKG (without Roles)Model=Qwen-14B2026.02 | 95.22 | 52.88 | |
| InstructKGModel=Qwen-14B2026.02 | 94.87 | 57.57 | |
| InstructKG (without Clustering)Model=Qwen-14B2026.02 | 93.64 | 59.56 | |
| InstructKGModel=Llama-8B2026.02 | 88.26 | 43.38 | |
| InstructKG (without Clustering)Model=Llama-8B2026.02 | 87.94 | 44.81 | |
| InstructKGModel=Llama-3B2026.02 | 87.5 | 36.2 | |
| InstructKG (without Roles)Model=Llama-8B2026.02 | 87.45 | 43.15 | |
| InstructKG (without Clustering)Model=Llama-3B2026.02 | 87.34 | 37.53 | |
| InstructKG (without Roles)Model=Llama-3B2026.02 | 87.05 | 36.57 | |
| KG-GenModel=Qwen-14B2026.02 | 58.12 | 42.93 | |
| KG-GenModel=Llama-8B2026.02 | 53.35 | 39.97 | |
| EDCModel=Qwen-14B2026.02 | 53.15 | 15.55 | |
| KG-GenModel=Llama-3B2026.02 | 52.56 | 30.85 | |
| EDCModel=Llama-3B2026.02 | 48.49 | 11.25 | |
| EDCModel=Llama-8B2026.02 | 48.08 | 13.16 |