NaCTeM paper accepted at ACL
2018-05-08
We are pleased to announce that a paper describing work carried out at NaCTeM has been accpted for presentation at ACL 2018, to be held in Melbourne, Australia, from 15th - 20th July, 2018:
A Walk-based Model on Entity Graphs for Relation Extraction. Fenia Christopoulou, Makoto Miwa and Sophia Ananiadou.
Abstract:
We present a novel graph-based neural network model for relation extraction. Our model treats multiple pairs in a sentence simultaneously and considers interactions among them. All the entities in a sentence are placed as nodes in a fully-connected graph structure. The edges are represented with position-aware contexts around the entity pairs. In order to consider different relation paths between two entities, we construct up to l-length walks between each pair. The resulting walks are merged and iteratively used to update the edge representations into longer walks representations. We show that the model achieves performance comparable to the state-of-the-art systems on the ACE 2005 dataset without using any external tools.
More information...
http://acl2018.org/conference/accepted-papers/
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