Binary Classification on DW-HN29K DBpedia-Wikidata Hard-Negative Section 3 (test)
96.8AccuracyHELEA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HELEA2026.05 | 96.8 | 97.3 | 96.1 | 96.7 | |
| ChatEAfine-tune_on_hard_negatives=true2026.05 | 95.6 | 85.6 | 98.2 | 91.5 | |
| HLMEAself-tuned=true2026.05 | 85.2 | 81.9 | 90 | 85.8 | |
| HELEA-Retriever2026.05 | 84.7 | 81.5 | 89.5 | 85.3 | |
| SelfKGmode=frozen embeddings with separate LR classifier2026.05 | 72.7 | 69.2 | 81.2 | 74.7 | |
| BERT-INTfine-tune_on_hard_negatives=true2026.05 | 62.6 | 55.7 | 90.1 | 68.8 | |
| UniEAretrained_transductively=true2026.05 | 56.8 | 53.7 | 93.3 | 68.1 | |
| Name-only Bi-encoder2026.05 | 49.5 | 49.5 | 100 | 66.2 | |
| String-matching2026.05 | 41.1 | 44.8 | 82 | 57.9 |