The Library
Using word embedding for bio-event extraction
Tools
Li, Chen, Song, Runqing, Liakata, Maria, Vlachos, Andreas, Seneff, Stephanie and Zhang, Xiangrong (2015) Using word embedding for bio-event extraction. In: Workshop on Biomedical Natural Language Processing (ACL-IJCNLP 2015, Beijing, China, 30 Jul 2015. Published in: Proceedings of the 2015 Workshop on Biomedical Natural Language Processing (BioNLP 2015) pp. 121-126. doi:10.18653/v1/W15-3814
An open access version can be found in:
Official URL: http://dx.doi.org/10.18653/v1/W15-3814
Abstract
Bio-event extraction is an important phase towards the goal of extracting biological networks from the scientific literature. Recent advances in word embedding make computation of word distribution more ef- ficient and possible. In this study, we investigate methods bringing distributional characteristics of words in the text into event extraction by using the latest word embedding methods. By using bag-ofwords (BOW) features as the baseline, the result has been improved by the introduction of word-embedding features, and is comparable to the state-of-the-art solution.
Item Type: | Conference Item (Paper) | ||||||
---|---|---|---|---|---|---|---|
Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||||
Journal or Publication Title: | Proceedings of the 2015 Workshop on Biomedical Natural Language Processing (BioNLP 2015) | ||||||
Publisher: | Association for Computational Linguistics | ||||||
Book Title: | Proceedings of BioNLP 15 | ||||||
Official Date: | 2015 | ||||||
Dates: |
|
||||||
Page Range: | pp. 121-126 | ||||||
DOI: | 10.18653/v1/W15-3814 | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Access rights to Published version: | Open Access (Creative Commons) | ||||||
Conference Paper Type: | Paper | ||||||
Title of Event: | Workshop on Biomedical Natural Language Processing (ACL-IJCNLP 2015 | ||||||
Type of Event: | Workshop | ||||||
Location of Event: | Beijing, China | ||||||
Date(s) of Event: | 30 Jul 2015 | ||||||
Open Access Version: |
Request changes or add full text files to a record
Repository staff actions (login required)
View Item |