@inproceedings{wachowiak-etal-2020-cogalex,
title = "{C}og{AL}ex-{VI} Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification",
author = "Wachowiak, Lennart and
Lang, Christian and
Heinisch, Barbara and
Gromann, Dagmar",
editor = "Zock, Michael and
Chersoni, Emmanuele and
Lenci, Alessandro and
Santus, Enrico",
booktitle = "Proceedings of the Workshop on the Cognitive Aspects of the Lexicon",
month = dec,
year = "2020",
address = "Online",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2020.cogalex-1.7",
pages = "59--64",
abstract = "We describe our submission to the CogALex-VI shared task on the identification of multilingual paradigmatic relations building on XLM-RoBERTa (XLM-R), a robustly optimized and multilingual BERT model. In spite of several experiments with data augmentation, data addition and ensemble methods with a Siamese Triple Net, Translrelation, the XLM-R model with a linear classifier adapted to this specific task, performed best in testing and achieved the best results in the final evaluation of the shared task, even for a previously unseen language.",
}
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<abstract>We describe our submission to the CogALex-VI shared task on the identification of multilingual paradigmatic relations building on XLM-RoBERTa (XLM-R), a robustly optimized and multilingual BERT model. In spite of several experiments with data augmentation, data addition and ensemble methods with a Siamese Triple Net, Translrelation, the XLM-R model with a linear classifier adapted to this specific task, performed best in testing and achieved the best results in the final evaluation of the shared task, even for a previously unseen language.</abstract>
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%0 Conference Proceedings
%T CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification
%A Wachowiak, Lennart
%A Lang, Christian
%A Heinisch, Barbara
%A Gromann, Dagmar
%Y Zock, Michael
%Y Chersoni, Emmanuele
%Y Lenci, Alessandro
%Y Santus, Enrico
%S Proceedings of the Workshop on the Cognitive Aspects of the Lexicon
%D 2020
%8 December
%I Association for Computational Linguistics
%C Online
%F wachowiak-etal-2020-cogalex
%X We describe our submission to the CogALex-VI shared task on the identification of multilingual paradigmatic relations building on XLM-RoBERTa (XLM-R), a robustly optimized and multilingual BERT model. In spite of several experiments with data augmentation, data addition and ensemble methods with a Siamese Triple Net, Translrelation, the XLM-R model with a linear classifier adapted to this specific task, performed best in testing and achieved the best results in the final evaluation of the shared task, even for a previously unseen language.
%U https://aclanthology.org/2020.cogalex-1.7
%P 59-64
Markdown (Informal)
[CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification](https://aclanthology.org/2020.cogalex-1.7) (Wachowiak et al., CogALex 2020)
ACL