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SciDr at SDU-2020: IDEAS -- Identifying and Disambiguating Everyday Acronyms for Scientific Domain

The systems use BERT and SciBERT for Acronym Identification and Disambiguation, employing tagging, blending, and ensembling techniques, ranking 11th and 3rd in respective tasks.

Year
2021
Venue
arXiv 2021
Authors
2
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arxiv.org/abs/2102.08818v2ARXIV-DEFAULT
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Abstract

We present our systems submitted for the shared tasks of Acronym Identification (AI) and Acronym Disambiguation (AD) held under Workshop on SDU. We mainly experiment with BERT and SciBERT. In addition, we assess the effectiveness of "BIOless" tagging and blending along with the prowess of ensembling in AI. For AD, we formulate the problem as a span prediction task, experiment with different training techniques and also leverage the use of external data. Our systems rank 11th and 3rd in AI and AD tasks respectively.

Authors

2