Binary Classification on DY-HN27K (DBpedia-YAGO Hard-Negative) Section 3 (test)
93.7AccuracyHELEA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HELEA2026.05 | 93.7 | 92.5 | 93.8 | 93.1 | |
| ChatEAfine-tune_on_hard_negatives=true2026.05 | 92.7 | 91.8 | 92.3 | 92 | |
| BERT-INTfine-tune_on_hard_negatives=true2026.05 | 73.6 | 70.3 | 73.2 | 71.7 | |
| HELEA-Retriever2026.05 | 72.3 | 67 | 77.6 | 71.9 | |
| SelfKGmode=frozen embeddings with separate LR classifier2026.05 | 68.9 | 63.9 | 79.7 | 70.9 | |
| HLMEAself-tuned=true2026.05 | 65.4 | 57.8 | 90.3 | 70.5 | |
| UniEAretrained_transductively=true2026.05 | 57.4 | 52.1 | 86.4 | 65 | |
| String-matching2026.05 | 45.7 | 45.7 | 100 | 62.8 | |
| Name-only Bi-encoder2026.05 | 45.7 | 45.7 | 100 | 62.8 |