Knowledge Graph Extraction on NLP
95.96Node SignificanceInstructKG (without Roles)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InstructKG (without Roles)Model=Qwen-14B2026.02 | 95.96 | 58.49 | |
| InstructKG (without Clustering)Model=Qwen-14B2026.02 | 95.89 | 59.1 | |
| InstructKGModel=Qwen-14B2026.02 | 95.63 | 57.74 | |
| InstructKG (without Clustering)Model=Llama-8B2026.02 | 86.97 | 48.73 | |
| InstructKGModel=Llama-3B2026.02 | 85.66 | 36.1 | |
| InstructKG (without Roles)Model=Llama-8B2026.02 | 85.44 | 47.26 | |
| InstructKGModel=Llama-8B2026.02 | 85.21 | 47.79 | |
| InstructKG (without Roles)Model=Llama-3B2026.02 | 85.06 | 35.61 | |
| InstructKG (without Clustering)Model=Llama-3B2026.02 | 84.71 | 39.97 | |
| KG-GenModel=Qwen-14B2026.02 | 53.57 | 48.29 | |
| KG-GenModel=Llama-8B2026.02 | 53.38 | 38.64 | |
| EDCModel=Qwen-14B2026.02 | 52.7 | 18.35 | |
| KG-GenModel=Llama-3B2026.02 | 49.65 | 35.16 | |
| EDCModel=Llama-8B2026.02 | 45.55 | 14.43 | |
| EDCModel=Llama-3B2026.02 | 45.08 | 13.03 |