Text Classification on 20Newsgroups
65.71Micro F1Lbl2Vec
Evaluation Results
| Method | Links | |
|---|---|---|
| Lbl2VecApproach Category=Similarity-based TC2022.11 | 65.71 | |
| Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=all-mpnet-base-v22022.11 | 64.69 | |
| Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=all-MiniLM-L6-v22022.11 | 63.01 | |
| SBERTApproach Category=Baselines, Backbone=all-mpnet-base-v22022.11 | 59.75 | |
| Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=SimCSE2022.11 | 58.79 | |
| SBERTApproach Category=Baselines, Backbone=all-MiniLM-L6-v22022.11 | 57.89 | |
| Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=DeBERTa2022.11 | 47.19 | |
| SimCSEApproach Category=Baselines2022.11 | 42.84 | |
| Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=BART-large2022.11 | 38.54 | |
| LSAApproach Category=Baselines2022.11 | 17.89 | |
| TARSApproach Category=0SHOT-TC2022.11 | 17.65 | |
| Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=DistilBERT2022.11 | 16.27 | |
| Word2VecApproach Category=Baselines2022.11 | 12.87 |