Named Entity Recognition on ATIS target
95.5F1 ScorePromptNER
Evaluation results
| Method | Links | |
|---|---|---|
| PromptNERNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 95.5 | |
| PromptNERNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 94.3 | |
| TemplateNERNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 93.5 | |
| BERTTaggerNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 92.2 | |
| PromptNERNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 91.5 | |
| TemplateNERNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 88.9 | |
| BERTTaggerNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 78.5 | |
| TemplateNERNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 77.3 | |
| MP-NSPNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 76 | |
| MP-NSPNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 74.8 | |
| MP-NSPNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 71.2 | |
| BERTTaggerNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 53.9 | |
| Example-basedNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 22.9 | |
| Example-basedNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 22.2 | |
| Example-basedNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 16.5 | |
| NeighborTaggerNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 5.1 | |
| NeighborTaggerNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 3.4 | |
| NeighborTaggerNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 2.4 |