2018 SyntacticallyAwareNeuralArchite
- (Anke & Schockaert, 2018) ⇒ Luis Espinosa Anke, and Steven Schockaert. (2018). “Syntactically Aware Neural Architectures for Definition Extraction.” In: Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT 2018) Volume 2 (Short Papers).
Subject Headings: Definition Extraction System.
Notes
Cited By
- Google Scholar: ~ 14 Citations, Retrieved: 2020-11-08.
- Semantic Scholar: ~ 13 Citations, Retrieved: 2020-11-08.
- Google Scholar: ~ 7 Citations, Retrieved: 2020-11-08.
Quotes
Abstract
Automatically identifying definitional knowledge in text corpora (Definition Extraction or DE) is an important task with direct applications in, among others, Automatic Glossary Generation, Taxonomy Learning, Question Answering and Semantic Search. It is generally cast as a binary classification problem between definitional and non-definitional sentences. In this paper, we present a set of neural architectures combining Convolutional and Recurrent Neural Networks, which are further enriched by incorporating linguistic information via syntactic dependencies. Our experimental results in the task of sentence classification, on two benchmarking DE datasets (one generic, one domain-specific), show that these models obtain consistent state of the art results. Furthermore, we demonstrate that models trained on clean Wikipedia-like definitions can successfully be applied to more noisy domain-specific corpora.
References
BibTeX
@inproceedings{2018_SyntacticallyAwareNeuralArchite,
author = {Luis Espinosa Anke and
Steven Schockaert},
editor = {Marilyn A. Walker and
Heng Ji and
Amanda Stent},
title = {Syntactically Aware Neural Architectures for Definition Extraction},
booktitle = {Proceedings of the 2018 Conference of the North American Chapter of
the Association for Computational Linguistics: Human Language Technologies,
(NAACL-HLT 2018) Volume 2 (Short Papers)},
pages = {378--385},
publisher = {Association for Computational Linguistics},
year = {2018},
url = {https://doi.org/10.18653/v1/n18-2061},
doi = {10.18653/v1/n18-2061},
}
| Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2018 SyntacticallyAwareNeuralArchite | Luis Espinosa Anke Steven Schockaert | Syntactically Aware Neural Architectures for Definition Extraction | 2018 |