Borrowing detection on WOLD English, Japanese and Thai
78.7PrecisionClassifier (NED, SCA, LCE)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Classifier (NED, SCA, LCE)Supervision=Yes2025.12 | 78.7 | 47.1 | 58.1 | 97.5 | |
| Cosine similaritySupervision=No2025.12 | 74.4 | 60 | 66.2 | 97.7 | |
| Combined + similar conceptsSupervision=No2025.12 | 73.2 | 83.7 | 78 | 98.2 | |
| CombinedSupervision=No2025.12 | 71.7 | 85.9 | 78.2 | 98.2 | |
| PMISupervision=No2025.12 | 71.5 | 84.2 | 77.3 | 98.1 | |
| SCASupervision=Yes2025.12 | 59 | 72.7 | 64.4 | 96.9 | |
| NEDSupervision=Yes2025.12 | 54.2 | 63.1 | 57.5 | 96.6 |