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ResearchFormerly WizWand

Diagnosis Classification on Bronchitis Without diagnosis string gold labels (cross-validation)

73.33PrecisionFS-XLM-RoBERTa-TPT
11.720427.715243.7159.7048Oct 19, 2024
Updated 4mo ago

Evaluation results

MethodLinks
FS-XLM-RoBERTa-TPTLearning Strategy=Supervised2024.1073.3379.3876.2481.1574.34
FS-UmBERTo-TPTLearning Strategy=Supervised2024.1072.9979.5976.3682.6376.82
WS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.1072.0979.975.7979.2674.71
WS-UmBERToLearning Strategy=Weakly supervised2024.107274.2373.173.4569.09
FS-RemBERT-TPTLearning Strategy=Supervised2024.1071.5775.2673.3778.2671.28
WS-XLM-RoBERTa-TPTLearning Strategy=Weakly supervised2024.1069.3970.169.7475.1369.33
WS-RemBERT-TPTLearning Strategy=Weakly supervised2024.1069.3172.1670.7174.2669.91
WS-XLM-RoBERTaLearning Strategy=Weakly supervised2024.1068.2669.9769.170.8765.39
WS-RemBERTLearning Strategy=Weakly supervised2024.1068.170.1669.1173.1469.34
LLaMAntino-3Learning Strategy=Unsupervised2024.1060.1267.2563.4968.2159.31
WS-LSTMLearning Strategy=Weakly supervised2024.1058.4561.8760.1166.5260.24
WS-XPRESS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.1035.4750.5141.6752.2845.43
Rule-based full-textLearning Strategy=Unsupervised2024.1014.093019.18——