Few-shot Relation Extraction on FewRel Domain Adaptation 2.0
73.98Acc (5-way 1-shot)HyperProto BERT+Pretrain
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HyperProto BERT+PretrainBackbone=BERT, Pre-training=true2022.11 | 73.98 | 90.06 | 61.42 | 81.39 | 76.71 | |
| HyperProto BERTBackbone=BERT2022.11 | 59.03 | 74.85 | 45.88 | 61.61 | 60.34 | |
| BERT-pairBackbone=BERT2022.11 | 56.25 | 67.44 | 43.64 | 53.17 | 55.13 | |
| Proto-ADV CNNBackbone=CNN2022.11 | 42.21 | 58.71 | 28.91 | 44.35 | 43.55 | |
| Proto-ADV BERTBackbone=BERT2022.11 | 41.9 | 54.74 | 27.36 | 37.4 | 40.35 | |
| ProtoBERTBackbone=BERT2022.11 | 40.12 | 51.5 | 26.45 | 36.93 | 38.75 | |
| HyperProto CNNBackbone=CNN2022.11 | 36.41 | 55.5 | 22.11 | 40.82 | 38.71 | |
| ProtoCNNBackbone=CNN2022.11 | 35.09 | 49.37 | 22.98 | 35.22 | 35.67 |