NELL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | NELL (test) | Accuracy89.8 | 40 | |
| Node Classification | NELL (test) | Accuracy80.1 | 21 | |
| Knowledge Graph Reasoning | NELL | 1P Score68.8 | 17 | |
| Sparse Knowledge Graph Reasoning | NELL23K | MRR29.2 | 13 | |
| Complex Query Answering | NELL (test) | 1-Hop Score57.15 | 12 | |
| Inductive Link Prediction | NELL V4 | Hit@1077.2 | 11 | |
| Inductive Link Prediction | NELL V3 | Hit@100.768 | 11 | |
| Inductive Link Prediction | NELL V2 | Hit@1079.1 | 11 | |
| Inductive Link Prediction | NELL V1 | Hit@1091.6 | 11 | |
| Logical Query Answering | NELL | MRR (2in)0.061 | 10 | |
| transductive node classification | NELL | Accuracy68.5 | 9 | |
| Link Prediction | NELL-One (test) | MRR18.8 | 9 | |
| Link Prediction | NELL-One (val) | MRR0.168 | 9 | |
| Relation Set Completion | NELL re 1115 | Precision43.95 | 8 | |
| Knowledge Graph Completion | NELL-995 | MRR0.57 | 8 | |
| Logical Query Answering | NELL scalable EFOk (test) | HIT@10 (2fpn)15.8 | 8 | |
| Multi-hop Link Prediction | NELL-995 2-hop | MRR60.1 | 8 | |
| Link Prediction | NELL-One | Hits@117 | 7 | |
| Relation Prediction | NELL-995 (test) | Mean Rank (MR)600 | 7 | |
| Semi-supervised node classification | NELL | Accuracy0.66 | 7 | |
| Entity Classification | NELL labeling rate 0.001 | Accuracy61.9 | 7 | |
| Entity Classification | NELL labeling rate 0.01 | Accuracy75.7 | 7 | |
| Entity Classification | NELL labeling rate 0.1 | Accuracy84.5 | 7 | |
| Explanation Sufficiency | NELL995+H | 2p Metric6.82 | 5 | |
| Explanation Necessity | NELL995+H | 2p Metric-8.52 | 5 |
Showing 25 of 35 rows