Few-Shot Relation Extraction via the Entity Feature Enhancement and Attention-Based Prototypical Network

Table 7

Ablation results on the Bridge-FewRel and TinyRel-CM datasets.

	Bridge-FewRel		TinyRel-CM
	5-way-1-shot	5-way-5-shot	D-F (5-way-5-shot)
Ours (RoBERTa)	84.11	92.12	78.66
Ours (BERT)	83.04	91.09	76.88
w/o. attention-proto	83.76	91.47	77.47
w/o. BiLSTM	82.32	90.26	76.33
w/o. entity-features	75.38	84.56	75.17

Acc. %.