DBPedia
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Topic Classification | DBPedia | Accuracy99.1 | 117 | |
| Text Classification | DBpedia (DBP) | Accuracy99.2 | 110 | |
| Topic Classification | DBPedia (test) | Accuracy96.46 | 64 | |
| Ontology Classification | DBpedia (test) | Accuracy99.2 | 53 | |
| Text Classification | DBpedia (test) | Test Error Rate0.0061 | 40 | |
| Text Classification | DBpedia (val) | Top-1 Acc99.05 | 30 | |
| Hierarchical Text Classification | DBpedia Depth 3 | Micro-F196.17 | 20 | |
| Information Retrieval | DBPedia BEIR (test) | nDCG@1048.2 | 18 | |
| Text Clustering | DBpedia B (test) | Accuracy99.7 | 14 | |
| Link Prediction | DBpedia-242 (test) | MR881 | 12 | |
| Topic Classification | DBpedia original (test) | Accuracy99.2 | 11 | |
| Link Prediction | DBpedia Hungarian (HU) | Hits@13,091 | 11 | |
| Clustering | DBPedia (test) | NMI94.74 | 11 | |
| Ontology Classification | DBpedia (DBP) (train) | Accuracy98.67 | 10 | |
| Clustering | DBPedia | F1 Score75 | 10 | |
| KG Completion | DBpedia Ontology-View G^O 1.0 (test) | MRR65 | 9 | |
| KG Completion | DBpedia Instance-View G^I 1.0 (test) | MRR0.51 | 9 | |
| Text Classification | DBpedia FTC-metadataset mini 10% (full dataset) | NLL0.0305 | 8 | |
| Text Classification | DBpedia FTC-metadataset mini 10% | AUROC0.9999 | 8 | |
| Text Classification | DBpedia FTC-metadataset full | AURAC Score98.97 | 8 | |
| Text Classification | DBpedia FTC-metadataset full | NLL0.0288 | 8 | |
| Text Classification | DBpedia FTC-metadataset full | Avg Prediction Set Size1.2072 | 8 | |
| Text Classification | DBpedia FTC-metadataset mini 10% 1.0 (test) | AUC0.9896 | 8 | |
| Concept Linking | DBpedia (test) | MRR88 | 8 | |
| Multi-label Classification | DBpedia | Rare F1 @ 30%62.9 | 7 |
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