@inproceedings{prakash-babu-eswari-2020-identification,
title = "Identification of Medication Tweets Using Domain-specific Pre-trained Language Models",
author = "Prakash Babu, Yandrapati and
Eswari, Rajagopal",
editor = "Gonzalez-Hernandez, Graciela and
Klein, Ari Z. and
Flores, Ivan and
Weissenbacher, Davy and
Magge, Arjun and
O'Connor, Karen and
Sarker, Abeed and
Minard, Anne-Lyse and
Tutubalina, Elena and
Miftahutdinov, Zulfat and
Alimova, Ilseyar",
booktitle = "Proceedings of the Fifth Social Media Mining for Health Applications Workshop {\&} Shared Task",
month = dec,
year = "2020",
address = "Barcelona, Spain (Online)",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2020.smm4h-1.22",
pages = "128--130",
abstract = "In this paper, we present our approach for task1 of SMM4H 2020. This task involves automatic classification of tweets mentioning medication or dietary supplements. For this task, we experiment with pre-trained models like Biomedical RoBERTa, Clinical BERT and Biomedical BERT. Our approach achieves F1-score of 73.56{\%}.",
}
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%0 Conference Proceedings
%T Identification of Medication Tweets Using Domain-specific Pre-trained Language Models
%A Prakash Babu, Yandrapati
%A Eswari, Rajagopal
%Y Gonzalez-Hernandez, Graciela
%Y Klein, Ari Z.
%Y Flores, Ivan
%Y Weissenbacher, Davy
%Y Magge, Arjun
%Y O’Connor, Karen
%Y Sarker, Abeed
%Y Minard, Anne-Lyse
%Y Tutubalina, Elena
%Y Miftahutdinov, Zulfat
%Y Alimova, Ilseyar
%S Proceedings of the Fifth Social Media Mining for Health Applications Workshop & Shared Task
%D 2020
%8 December
%I Association for Computational Linguistics
%C Barcelona, Spain (Online)
%F prakash-babu-eswari-2020-identification
%X In this paper, we present our approach for task1 of SMM4H 2020. This task involves automatic classification of tweets mentioning medication or dietary supplements. For this task, we experiment with pre-trained models like Biomedical RoBERTa, Clinical BERT and Biomedical BERT. Our approach achieves F1-score of 73.56%.
%U https://aclanthology.org/2020.smm4h-1.22
%P 128-130
Markdown (Informal)
[Identification of Medication Tweets Using Domain-specific Pre-trained Language Models](https://aclanthology.org/2020.smm4h-1.22) (Prakash Babu & Eswari, SMM4H 2020)
ACL