eprintid: 3171
rev_number: 8
eprint_status: archive
userid: 370
dir: disk0/00/00/31/71
datestamp: 2018-11-19 11:09:43
lastmod: 2018-11-19 11:09:43
status_changed: 2018-11-19 11:09:43
type: conference_item
metadata_visibility: show
creators_name: Le, Hoang Quynh
creators_name: Can, Duy Cat
creators_name: Vu, Tien Sinh
creators_name: Dang, Thanh Hai
creators_name: Pilehvar, Mohammad Taher
creators_name: Collier, Nigel
creators_id: lhquynh@vnu.edu.vn
creators_id: catcd@vnu.edu.vn
creators_id: mp792@cam.ac.uk
creators_id: nhc30@cam.ac.uk
title: Large-scale Exploration of Neural Relation Classification Architectures
ispublished: pub
subjects: IT
divisions: fac_fit
abstract: Experimental performance on the task of relation classification has generally improved using deep neural network architectures. One major drawback of reported studies is that individual models have been evaluated on a very narrow range of datasets, raising questions about the adaptability of the architectures, while making comparisons between approaches difficult. In this work, we present a systematic large-scale analysis of neural relation classification architectures on six benchmark datasets with widely varying characteristics. We propose a novel multi-channel LSTM model combined with a CNN that takes advantage of all currently popular linguistic and architectural features. Our ‘Man for All Seasons’ approach achieves state-of-the-art performance on two datasets. More importantly, in our view, the model allowed us to obtain direct insights into the continued challenges faced by neural language models on this task. Example data and source code are available at: https://github. com/aidantee/MASS.
date: 2018
date_type: published
official_url: http://www.aclweb.org/anthology/D18-1250
full_text_status: public
pres_type: paper
pagerange: 2266-2277
event_title: Conference on Empirical Methods in Natural Language Processing (EMNLP 2018)
event_location: Brussels, Belgium
event_dates: October 31 - November 4 2018
event_type: conference
refereed: TRUE
citation:   Le, Hoang Quynh and Can, Duy Cat and Vu, Tien Sinh and Dang, Thanh Hai and Pilehvar, Mohammad Taher and Collier, Nigel  (2018) Large-scale Exploration of Neural Relation Classification Architectures.  In: Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), October 31 - November 4 2018, Brussels, Belgium.     
document_url: https://eprints.uet.vnu.edu.vn/eprints/id/eprint/3171/1/D18-1250.pdf