Text Classification on Medical Corpus
57.28Micro F1Zero-shot Entailment
Evaluation Results
| Method | Links | |
|---|---|---|
| Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=DeBERTa2022.11 | 57.28 | |
| Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=BART-large2022.11 | 56.86 | |
| Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=all-mpnet-base-v22022.11 | 56.46 | |
| Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=all-MiniLM-L6-v22022.11 | 54.57 | |
| SBERTApproach Category=Baselines, Backbone=all-MiniLM-L6-v22022.11 | 46.53 | |
| SBERTApproach Category=Baselines, Backbone=all-mpnet-base-v22022.11 | 46.34 | |
| Lbl2VecApproach Category=Similarity-based TC2022.11 | 43.03 | |
| Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=SimCSE2022.11 | 39.6 | |
| SimCSEApproach Category=Baselines2022.11 | 34.94 | |
| LSAApproach Category=Baselines2022.11 | 31.61 | |
| Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=DistilBERT2022.11 | 25.74 | |
| Word2VecApproach Category=Baselines2022.11 | 25 | |
| TARSApproach Category=0SHOT-TC2022.11 | 10.92 |