FewRel
Few-Shot Relation Classification Dataset
TextsCC BY-SA 4.0Introduced 2018-01-01
The FewRel (Few-Shot Relation Classification Dataset) contains 100 relations and 70,000 instances from Wikipedia. The dataset is divided into three subsets: training set (64 relations), validation set (16 relations) and test set (20 relations).
Source: Neural Snowball for Few-Shot Relation Learning Image Source: https://www.aclweb.org/anthology/D18-1514.pdf
Benchmarks
Relation Classification/F1 (10-way 1-shot)Relation Classification/F1 (10-way 5-shot)Relation Classification/F1 (5-way 1-shot)Relation Classification/F1 (5-way 5-shotRelation Classification/F1Relation Extraction/F1Relation Extraction/PrecisionRelation Extraction/RecallRelation Extraction/F1 (10-way 1-shot)Relation Extraction/F1 (10-way 5-shot)Relation Extraction/F1 (5-way 1-shot)Relation Extraction/F1 (5-way 5-shotRelation Extraction/Avg. F1