@inproceedings{casola-lavelli-2020-fbk,
title = "{FBK}@{SMM}4{H}2020: {R}o{BERT}a for Detecting Medications on {T}witter",
author = "Casola, Silvia and
Lavelli, Alberto",
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-1.15",
pages = "101--103",
abstract = "This paper describes a classifier for tweets that mention medications or supplements, based on a pretrained transformer. We developed such a system for our participation in Subtask 1 of the Social Media Mining for Health Application workshop, which featured an extremely unbalanced dataset. The model showed promising results, with an F1 of 0.8 (task mean: 0.66).",
}
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%0 Conference Proceedings
%T FBK@SMM4H2020: RoBERTa for Detecting Medications on Twitter
%A Casola, Silvia
%A Lavelli, Alberto
%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 casola-lavelli-2020-fbk
%X This paper describes a classifier for tweets that mention medications or supplements, based on a pretrained transformer. We developed such a system for our participation in Subtask 1 of the Social Media Mining for Health Application workshop, which featured an extremely unbalanced dataset. The model showed promising results, with an F1 of 0.8 (task mean: 0.66).
%U https://aclanthology.org/2020.smm4h-1.15
%P 101-103
Markdown (Informal)
[FBK@SMM4H2020: RoBERTa for Detecting Medications on Twitter](https://aclanthology.org/2020.smm4h-1.15) (Casola & Lavelli, SMM4H 2020)
ACL