COLING 2024main0 citations
A Closer Look at Clustering Bilingual Comparable Corpora
Anna Laskina, Eric Gaussier, Gaelle Calvary
Abstract
We study in this paper the problem of clustering comparable corpora, building upon the observation that different types of clusters can be present in such corpora: monolingual clusters comprising documents in a single language, and bilingual or multilingual clusters comprising documents written in different languages. Based on a state-of-the-art deep variant of Kmeans, we propose new clustering models fully adapted to comparable corpora and illustrate their behavior on several bilingual collections (in English, French, German and Russian) created from Wikipedia.
BibTeX
@inproceedings{laskina-etal-2024-closer,
title = "A Closer Look at Clustering Bilingual Comparable Corpora",
author = "Laskina, Anna and
Gaussier, Eric and
Calvary, Gaelle",
editor = "Calzolari, Nicoletta and
Kan, Min-Yen and
Hoste, Veronique and
Lenci, Alessandro and
Sakti, Sakriani and
Xue, Nianwen",
booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
month = may,
year = "2024",
address = "Torino, Italia",
publisher = "ELRA and ICCL",
url = "https://aclanthology.org/2024.lrec-main.12/",
pages = "133--142"
}