EmbLexChange at SemEval-2020 Task 1: Unsupervised Embedding-based Detection of Lexical Semantic Changes

Ehsaneddin Asgari, Christoph Ringlstetter, Hinrich Schütze


Abstract
This paper describes EmbLexChange, a system introduced by the “Life-Language” team for SemEval-2020 Task 1, on unsupervised detection of lexical-semantic changes. EmbLexChange is defined as the divergence between the embedding based profiles of word w (calculated with respect to a set of reference words) in the source and the target domains (source and target domains can be simply two time frames t_1 and t_2). The underlying assumption is that the lexical-semantic change of word w would affect its co-occurring words and subsequently alters the neighborhoods in the embedding spaces. We show that using a resampling framework for the selection of reference words (with conserved senses), we can more reliably detect lexical-semantic changes in English, German, Swedish, and Latin. EmbLexChange achieved second place in the binary detection of semantic changes in the SemEval-2020.
Anthology ID:
2020.semeval-1.24
Volume:
Proceedings of the Fourteenth Workshop on Semantic Evaluation
Month:
December
Year:
2020
Address:
Barcelona (online)
Venue:
SemEval
SIGs:
SIGLEX | SIGSEM
Publisher:
International Committee for Computational Linguistics
Note:
Pages:
201–207
Language:
URL:
https://aclanthology.org/2020.semeval-1.24
DOI:
10.18653/v1/2020.semeval-1.24
Bibkey:
Cite (ACL):
Ehsaneddin Asgari, Christoph Ringlstetter, and Hinrich Schütze. 2020. EmbLexChange at SemEval-2020 Task 1: Unsupervised Embedding-based Detection of Lexical Semantic Changes. In Proceedings of the Fourteenth Workshop on Semantic Evaluation, pages 201–207, Barcelona (online). International Committee for Computational Linguistics.
Cite (Informal):
EmbLexChange at SemEval-2020 Task 1: Unsupervised Embedding-based Detection of Lexical Semantic Changes (Asgari et al., SemEval 2020)
Copy Citation:
PDF:
https://preview.aclanthology.org/ingestion-script-update/2020.semeval-1.24.pdf
Code
 ehsanasgari/emblexchange