DBPedia
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Topic Classification | DBPedia | Accuracy99.1 | 131 | |
| Text Classification | DBpedia (DBP) | Accuracy99.2 | 110 | |
| Text Classification | DBPedia | Accuracy97.68 | 104 | |
| Topic Classification | DBPedia (test) | Accuracy96.46 | 64 | |
| Ontology Classification | DBpedia (test) | Accuracy99.2 | 53 | |
| Text Classification | DBpedia (test) | Test Error Rate0.0061 | 40 | |
| Hierarchical Text Classification | DBpedia | Micro-F196.26 | 30 | |
| Text Classification | DBpedia (val) | Top-1 Acc99.05 | 30 | |
| Hierarchical Text Classification | DBpedia Depth 3 | Macro-F193.34 | 24 | |
| Text Classification | DBPedia-14 | Accuracy (Acc)100 | 22 | |
| Information Retrieval | DBPedia BEIR (test) | nDCG@1048.2 | 21 | |
| New Intent Discovery | DBPedia | NMI91.46 | 19 | |
| Passage Reranking | DBPedia BEIR | NDCG@1041.34 | 19 | |
| Knowledge Graph Summarization | DBpedia | F1 Score60.72 | 17 | |
| Text Clustering | DBpedia B (test) | Accuracy99.7 | 14 | |
| Text Classification | DBpedia-14 Pathological partition, c=3 (test) | Accuracy96.74 | 13 | |
| Text Classification | DBpedia-14 Dirichlet partition, α=0.1 (test) | Accuracy96.9 | 13 | |
| Reranking | DBPedia | nDCG48 | 12 | |
| Link Prediction | DBpedia-242 (test) | MR881 | 12 | |
| Membership Inference Attack | DBpedia | TPR @ 0.1% FPR61 | 11 | |
| Topic Classification | DBpedia original (test) | Accuracy99.2 | 11 | |
| Link Prediction | DBpedia Hungarian (HU) | Hits@13,091 | 11 | |
| Clustering | DBPedia (test) | NMI94.74 | 11 | |
| Generative Classification | DBpedia (test) | Accuracy96.9 | 10 | |
| Ontology Classification | DBpedia (DBP) (train) | Accuracy98.67 | 10 |
Showing 25 of 88 rows