Knowledge Graph Extraction on Algorithms
97.79Node SignificanceInstructKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InstructKGModel=Qwen-14B2026.02 | 97.79 | 48.72 | |
| InstructKG (without Clustering)Model=Qwen-14B2026.02 | 96.97 | 45.58 | |
| InstructKGModel=Llama-3B2026.02 | 93.93 | 28.74 | |
| InstructKG (without Roles)Model=Llama-3B2026.02 | 93.87 | 30.01 | |
| InstructKGModel=Llama-8B2026.02 | 93.29 | 34.43 | |
| InstructKG (without Clustering)Model=Llama-8B2026.02 | 93.29 | 35.73 | |
| InstructKG (without Roles)Model=Qwen-14B2026.02 | 93.29 | 35.71 | |
| InstructKG (without Roles)Model=Llama-8B2026.02 | 92.95 | 34.94 | |
| InstructKG (without Clustering)Model=Llama-3B2026.02 | 92.92 | 37.43 | |
| EDCModel=Qwen-14B2026.02 | 53.44 | 17.41 | |
| KG-GenModel=Llama-8B2026.02 | 52.99 | 38.44 | |
| KG-GenModel=Qwen-14B2026.02 | 50.9 | 41.22 | |
| EDCModel=Llama-8B2026.02 | 50.73 | 13.56 | |
| EDCModel=Llama-3B2026.02 | 43.99 | 19.53 | |
| KG-GenModel=Llama-3B2026.02 | 43.61 | 25.28 |