Few-shot Named Entity Recognition on FewNERD Intra 1.0
63.26F1 ScoreUniEX
Evaluation Results
| Method | Links | |
|---|---|---|
| UniEXShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.05 | 63.26 | |
| DecomMetaShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.05 | 63.23 | |
| Decomposed Meta-LearningN-way=5 way, K-shot=5~10-shot2022.04 | 63.23 | |
| DecomMetaShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.05 | 56.84 | |
| Decomposed Meta-LearningN-way=10 way, K-shot=5~10-shot2022.04 | 56.84 | |
| UniEXShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.05 | 56.65 | |
| UniEXShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.05 | 53.92 | |
| CONTAINERN-way=5 way, K-shot=5~10-shot2022.04 | 53.7 | |
| DecomMetaShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.05 | 52.04 | |
| Decomposed Meta-LearningN-way=5 way, K-shot=1~2-shot2022.04 | 52.04 | |
| ESDShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.05 | 50.68 | |
| ESDN-way=5 way, K-shot=5~10-shot2022.04 | 50.68 | |
| CONTAINERN-way=10 way, K-shot=5~10-shot2022.04 | 47.49 | |
| UniEXShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.05 | 45.67 | |
| DecomMetaShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.05 | 43.5 | |
| Decomposed Meta-LearningN-way=10 way, K-shot=1~2-shot2022.04 | 43.5 | |
| ESDShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.05 | 42.92 | |
| ESDN-way=10 way, K-shot=5~10-shot2022.04 | 42.92 | |
| ProtoBERTShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.05 | 41.93 | |
| ProtoBERTN-way=5 way, K-shot=5~10-shot2022.04 | 41.93 | |
| ESDShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.05 | 41.44 | |
| ESDN-way=5 way, K-shot=1~2-shot2022.04 | 41.44 | |
| CONTAINERN-way=5 way, K-shot=1~2-shot2022.04 | 40.43 | |
| StructShotN-way=5 way, K-shot=5~10-shot2022.04 | 38.83 | |
| StructShotN-way=5 way, K-shot=1~2-shot2022.04 | 35.92 | |
| NNShotShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.05 | 35.74 | |
| NNShotN-way=5 way, K-shot=5~10-shot2022.04 | 35.74 | |
| ProtoBERTShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.05 | 34.61 | |
| ProtoBERTN-way=10 way, K-shot=5~10-shot2022.04 | 34.61 | |
| CONTAINERN-way=10 way, K-shot=1~2-shot2022.04 | 33.84 | |
| ESDShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.05 | 32.29 | |
| ESDN-way=10 way, K-shot=1~2-shot2022.04 | 32.29 | |
| NNShotShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.05 | 31.01 | |
| NNShotN-way=5 way, K-shot=1~2-shot2022.04 | 31.01 | |
| NNShotShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.05 | 27.67 | |
| NNShotN-way=10 way, K-shot=5~10-shot2022.04 | 27.67 | |
| StructShotN-way=10 way, K-shot=5~10-shot2022.04 | 26.39 | |
| StructShotN-way=10 way, K-shot=1~2-shot2022.04 | 25.38 | |
| ProtoBERTShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.05 | 23.45 | |
| ProtoBERTN-way=5 way, K-shot=1~2-shot2022.04 | 23.45 | |
| NNShotShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.05 | 21.88 | |
| NNShotN-way=10 way, K-shot=1~2-shot2022.04 | 21.88 | |
| ProtoBERTShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.05 | 19.76 | |
| ProtoBERTN-way=10 way, K-shot=1~2-shot2022.04 | 19.76 |