WAFFLE: A Graph for WordNet Applied to FreeForm Linguistic Exploration

Berk Ekmekci, Blake Howald


Abstract
The WordNet database of English (Fellbaum, 1998) is a key source of semantic information for research and development of natural language processing applications. As the sophistication of these applications increases with the use of large datasets, deep learning, and graph-based methods, so should the use of WordNet. To this end, we introduce WAFFLE: WordNet Applied to FreeForm Linguistic Exploration which makes WordNet available in an open source graph data structure. The WAFFLE graph relies on platform agnostic formats for robust interrogation and flexibility. Where existing implementations of WordNet offer dictionary-like lookup, single degree neighborhood operations, and path based similarity-scoring, the WAFFLE graph makes all nodes (semantic relation sets) and relationships queryable at scale, enabling local and global analysis of all relationships without the need for custom code. We demonstrate WAFFLE’s ease of use, visualization capabilities, and scalable efficiency with common queries, operations, and interactions. WAFFLE is available at github.com/TRSS-NLP/WAFFLE.
Anthology ID:
2020.nlposs-1.21
Volume:
Proceedings of Second Workshop for NLP Open Source Software (NLP-OSS)
Month:
November
Year:
2020
Address:
Online
Editors:
Eunjeong L. Park, Masato Hagiwara, Dmitrijs Milajevs, Nelson F. Liu, Geeticka Chauhan, Liling Tan
Venue:
NLPOSS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
147–157
Language:
URL:
https://aclanthology.org/2020.nlposs-1.21
DOI:
10.18653/v1/2020.nlposs-1.21
Bibkey:
Cite (ACL):
Berk Ekmekci and Blake Howald. 2020. WAFFLE: A Graph for WordNet Applied to FreeForm Linguistic Exploration. In Proceedings of Second Workshop for NLP Open Source Software (NLP-OSS), pages 147–157, Online. Association for Computational Linguistics.
Cite (Informal):
WAFFLE: A Graph for WordNet Applied to FreeForm Linguistic Exploration (Ekmekci & Howald, NLPOSS 2020)
Copy Citation:
PDF:
https://aclanthology.org/2020.nlposs-1.21.pdf
Video:
 https://slideslive.com/38939759
Code
 trss-nlp/waffle