End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures

Python-Keras Implementation of End to End Relation Extraction using Tree and Bi-LSTMs

@misc{miwa2016endtoend, title={End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures}, author={Makoto Miwa and Mohit Bansal}, year={2016}, eprint={1601.00770}, archivePrefix={arXiv}, primaryClass={cs.CL} }

Fig. Incrementally-decoded end-to-end relation extraction model, with bidirectional sequential and bidirectional tree-structured LSTM-RNNs

Data

ADE Corpus

Model Performance on the Data

https://paperswithcode.com/sota/relation-extraction-on-ade-corpus