Structured abbreviation expansion in context
Kyle Gorman, Christo Kirov, Brian Roark, Richard Sproat
Abstract
Ad hoc abbreviations are commonly found in informal communication channels that favor shorter messages. We consider the task of reversing these abbreviations in context to recover normalized, expanded versions of abbreviated messages. The problem is related to, but distinct from, spelling correction, as ad hoc abbreviations are intentional and can involve more substantial differences from the original words. Ad hoc abbreviations are also productively generated on-the-fly, so they cannot be resolved solely by dictionary lookup. We generate a large, open-source data set of ad hoc abbreviations. This data is used to study abbreviation strategies and to develop two strong baselines for abbreviation expansion.
BibTeX
@inproceedings{gorman-etal-2021-structured-abbreviation,
title = "Structured abbreviation expansion in context",
author = "Gorman, Kyle and
Kirov, Christo and
Roark, Brian and
Sproat, Richard",
editor = "Moens, Marie-Francine and
Huang, Xuanjing and
Specia, Lucia and
Yih, Scott Wen-tau",
booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2021",
month = nov,
year = "2021",
address = "Punta Cana, Dominican Republic",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2021.findings-emnlp.85/",
doi = "10.18653/v1/2021.findings-emnlp.85",
pages = "995--1005"
}