Named Entity Recognition on MIT Movie (target)
84.5F1 ScorePromptNER
Evaluation results
| Method | Links | |
|---|---|---|
| PromptNERNumber of labeled instances (Shots)=500, Source domain=CoNLL032023.05 | 84.5 | |
| PromptNERNumber of labeled instances (Shots)=200, Source domain=CoNLL032023.05 | 82.9 | |
| PromptNERNumber of labeled instances (Shots)=100, Source domain=CoNLL032023.05 | 80.4 | |
| TemplateNERNumber of labeled instances (Shots)=500, Source domain=CoNLL032023.05 | 80.3 | |
| BERTTaggerNumber of labeled instances (Shots)=500, Source domain=CoNLL032023.05 | 76.8 | |
| PromptNERNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 76.5 | |
| TemplateNERNumber of labeled instances (Shots)=200, Source domain=CoNLL032023.05 | 69.6 | |
| PromptNERNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 68.2 | |
| TemplateNERNumber of labeled instances (Shots)=100, Source domain=CoNLL032023.05 | 65.3 | |
| BERTTaggerNumber of labeled instances (Shots)=200, Source domain=CoNLL032023.05 | 60.7 | |
| TemplateNERNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 59.6 | |
| PromptNERNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 55.6 | |
| TemplateNERNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 54.2 | |
| BERTTaggerNumber of labeled instances (Shots)=100, Source domain=CoNLL032023.05 | 52.4 | |
| BERTTaggerNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 50 | |
| BERTTaggerNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 45.2 | |
| TemplateNERNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 42.4 | |
| Example-basedNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 40.2 | |
| Example-basedNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 40.1 | |
| Example-basedNumber of labeled instances (Shots)=100, Source domain=CoNLL032023.05 | 40 | |
| Example-basedNumber of labeled instances (Shots)=200, Source domain=CoNLL032023.05 | 40 | |
| Example-basedNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 39.5 | |
| Example-basedNumber of labeled instances (Shots)=500, Source domain=CoNLL032023.05 | 39.5 | |
| MP-NSPNumber of labeled instances (Shots)=500, Source domain=CoNLL032023.05 | 38.3 | |
| MP-NSPNumber of labeled instances (Shots)=100, Source domain=CoNLL032023.05 | 38.2 | |
| MP-NSPNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 38 | |
| MP-NSPNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 36.8 | |
| MP-NSPNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 36.4 | |
| MP-NSPNumber of labeled instances (Shots)=200, Source domain=CoNLL032023.05 | 35.4 | |
| BERTTaggerNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 28.3 | |
| NeighborTaggerNumber of labeled instances (Shots)=500, Source domain=CoNLL032023.05 | 8.6 | |
| NeighborTaggerNumber of labeled instances (Shots)=200, Source domain=CoNLL032023.05 | 5.4 | |
| NeighborTaggerNumber of labeled instances (Shots)=100, Source domain=CoNLL032023.05 | 5.3 | |
| NeighborTaggerNumber of labeled instances (Shots)=20, Source domain=CoNLL032023.05 | 4.5 | |
| NeighborTaggerNumber of labeled instances (Shots)=50, Source domain=CoNLL032023.05 | 4.1 | |
| NeighborTaggerNumber of labeled instances (Shots)=10, Source domain=CoNLL032023.05 | 3.1 |