NELL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | NELL (test) | Accuracy89.8 | 40 | |
| Node Classification | NELL (test) | Accuracy80.1 | 21 | |
| 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 | |
| Knowledge Graph Reasoning | NELL | 1P Score58.6 | 10 | |
| 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 | |
| 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 | |
| Knowledge Graph Completion | NELL-995 (test) | MRR41.7 | 5 | |
| Inductive logical reasoning | NELL V3 (test) | Avg Success Rate0.101 | 4 | |
| Few-shot Knowledge Graph Completion | NELL transductive (test) | MRR57.7 | 4 | |
| Knowledge Graph Completion | NELL inductive few-shot without curated training tasks | MRR0.511 | 4 | |
| CP Decomposition | NELL-2 | Average time per ALS round (seconds)0.6 | 4 | |
| Link Prediction | NELL inductive (e) V4 (test) | MRR47.9 | 3 |
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