Fine-grained Temporal Relation Extraction with Ordered-Neuron LSTM and Graph Convolutional Networks

no code implementations • WNUT (ACL) 2021 • Minh Tran Phu, Minh Van Nguyen, Thien Huu Nguyen

In this work, we propose to fill this gap by introducing novel methods to integrate the syntactic structures into the deep learning models for FineTempRel.

Relation Representation Learning +2

Graph Convolutional Networks for Event Causality Identification with Rich Document-level Structures

no code implementations • NAACL 2021 • Minh Tran Phu, Thien Huu Nguyen

Although deep learning models have recently shown state-of-the-art performance for ECI, they are limited to the intra-sentence setting where event mention pairs are presented in the same sentences.

Event Causality Identification Sentence