Borrowing detection on Miller & List 2023 (complete)
91.3PrecisionPMI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PMISupervision=No2025.12 | 91.3 | 75.4 | 82.6 | 95.5 | |
| Combined + similar conceptsSupervision=No2025.12 | 91.3 | 79.3 | 84.9 | 96 | |
| Cosine similaritySupervision=No, Note=Contrastively learned representations2025.12 | 91 | 64.5 | 75.5 | 94 | |
| CombinedSupervision=No, Note=Contrastive representations combined with PMI2025.12 | 90.9 | 76.9 | 83.3 | 95.6 | |
| Classifier (NED, SCA, LCE)Supervision=Yes2025.12 | 87.1 | 82.7 | 84.8 | 95.8 | |
| SCASupervision=Yes2025.12 | 86.9 | 72 | 78.7 | 94.5 | |
| NEDSupervision=Yes2025.12 | 83.2 | 70.3 | 76.1 | 93.8 | |
| SCASupervision=No2025.12 | 82.8 | 73.8 | 78.1 | 94.1 | |
| NEDSupervision=No2025.12 | 80.9 | 71 | 75.6 | 93.5 |