Neural Relation Extraction
Related Papers
Distant Supervision Relation Extraction with Intra-Bag and Inter-Bag Attentions
AbstractThis paper presents a neural relation extraction method to deal with the noisy training data generated by distant supervision. Previous studies mainly focus on sentence-level de-noising by designing neural networks …...
Active Testing: An Unbiased Evaluation Method for Distantly Supervised Relation Extraction
AbstractDistant supervision has been a widely used method for neural relation extraction for its convenience of automatically labeling datasets. However, existing works on distantly supervised relation extraction suffer from the …...
Probing Linguistic Features of Sentence-Level Representations in Neural Relation Extraction
AbstractDespite the recent progress, little is known about the features captured by state-of-the-art neural relation extraction (RE) models. Common methods encode the source sentence, conditioned on the entity mentions, before …...
Towards Understanding Gender Bias in Relation Extraction
AbstractRecent developments in Neural Relation Extraction (NRE) have made significant strides towards Automated Knowledge Base Construction. While much attention has been dedicated towards improvements in accuracy, there have been no …...