Diagnosis Classification on Bronchitis With diagnosis string gold labels (cross-validation)
74.49PrecisionFS-UmBERTo-TPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FS-UmBERTo-TPTLearning Strategy=Supervised2024.10 | 74.49 | 82.47 | 78.28 | 85.93 | 79.48 | |
| FS-XLM-RoBERTa-TPTLearning Strategy=Supervised2024.10 | 74.29 | 80.41 | 77.23 | 83.82 | 76.1 | |
| WS-UmBERToLearning Strategy=Weakly supervised2024.10 | 73.27 | 76.29 | 74.75 | 80.31 | 75.29 | |
| WS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.10 | 73.06 | 82.11 | 78.02 | 82.3 | 76.72 | |
| FS-RemBERT-TPTLearning Strategy=Supervised2024.10 | 72.66 | 76.7 | 74.62 | 83.14 | 75.26 | |
| WS-XLM-RoBERTa-TPTLearning Strategy=Weakly supervised2024.10 | 71.57 | 75.26 | 73.37 | 76.41 | 71.01 | |
| WS-XLM-RoBERTaLearning Strategy=Weakly supervised2024.10 | 70.14 | 73.96 | 72 | 78.84 | 72.24 | |
| WS-RemBERT-TPTLearning Strategy=Weakly supervised2024.10 | 69.23 | 74.23 | 71.64 | 76.15 | 68.39 | |
| WS-RemBERTLearning Strategy=Weakly supervised2024.10 | 68.41 | 73.21 | 70.73 | 76.52 | 69.2 | |
| LLaMAntino-3Learning Strategy=Unsupervised2024.10 | 65.21 | 72.61 | 68.71 | 75.29 | 68.13 | |
| WS-LSTMLearning Strategy=Weakly supervised2024.10 | 60.78 | 63.92 | 62.31 | 70.12 | 60.55 | |
| WS-XPRESS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.10 | 38.46 | 51.55 | 44.05 | 56.89 | 42.84 | |
| Rule-based diagnosisLearning Strategy=Unsupervised2024.10 | 21.74 | 20.55 | 21.13 | — | — | |
| Rule-based full-textLearning Strategy=Unsupervised2024.10 | 15.79 | 32.88 | 21.33 | — | — |