Medical Code Mapping on VA local laboratory codes to LOINC/LP
74.4Top-1 AccuracyGAME
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GAME2025.02 | 74.4 | 87.4 | 90.4 | 92.4 | |
| GAME2025.02 | 74.4 | 87.4 | 90.4 | 92.4 | |
| GAMEEmbedding Dimensionality=256, Ranking Metric=Cosine similarity2025.02 | 74.2 | 88 | 90.7 | 92.7 | |
| OpenAIEmbedding Dimensionality=1536, Ranking Metric=Cosine similarity2025.02 | 62.2 | 86.4 | 89.6 | 92.6 | |
| BGEEmbedding Dimensionality=Higher-dimensional, Ranking Metric=Cosine similarity2025.02 | 61.9 | 79 | 84.3 | 89.7 | |
| BGE2025.02 | 61.9 | 79 | 84.3 | 89.7 | |
| BGE2025.02 | 61.9 | 79 | 84.3 | 89.7 | |
| OpenAI2025.02 | 59.8 | 85 | 89 | 92 | |
| OpenAI2025.02 | 59.8 | 85 | 89 | 92 | |
| SBERTEmbedding Dimensionality=Higher-dimensional, Ranking Metric=Cosine similarity2025.02 | 59.7 | 79 | 82.9 | 85.7 | |
| SBERT2025.02 | 59.6 | 79 | 82.9 | 85.7 | |
| SBERT2025.02 | 59.6 | 79 | 82.9 | 85.7 | |
| CODEREmbedding Dimensionality=Higher-dimensional, Ranking Metric=Cosine similarity2025.02 | 55.6 | 75.9 | 85 | 89.7 | |
| CODER2025.02 | 55.6 | 75.9 | 85 | 89.7 | |
| CODER2025.02 | 55.6 | 75.9 | 85 | 89.7 | |
| BBERTEmbedding Dimensionality=Higher-dimensional, Ranking Metric=Cosine similarity2025.02 | 20.8 | 32.1 | 36.7 | 42.5 | |
| BBERT2025.02 | 20.8 | 31.4 | 36.5 | 42.4 | |
| BBERT2025.02 | 20.8 | 31.4 | 36.5 | 42.4 | |
| PBERTEmbedding Dimensionality=Higher-dimensional, Ranking Metric=Cosine similarity2025.02 | 11.2 | 18.3 | 21.9 | 27 | |
| PBERT2025.02 | 11.2 | 18.3 | 21.9 | 27 | |
| PBERT2025.02 | 11.2 | 18.3 | 21.9 | 27 |