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AIR-JPMC@SMM4H'22: Classifying Self-Reported Intimate Partner Violence in Tweets with Multiple BERT-based Models

2022-09-22 03:43:25
Alec Candidato, Akshat Gupta, Xiaomo Liu, Sameena Shah
arXiv_CL
     
Abstract

This paper presents our submission for the SMM4H 2022-Shared Task on the classification of self-reported intimate partner violence on Twitter (in English). The goal of this task was to accurately determine if the contents of a given tweet demonstrated someone reporting their own experience with intimate partner violence. The submitted system is an ensemble of five RoBERTa models each weighted by their respective F1-scores on the validation data-set. This system performed 13% better than the baseline and was the best performing system overall for this shared task.

Abstract (translated)

URL

https://arxiv.org/abs/2209.10763

PDF

https://arxiv.org/pdf/2209.10763.pdf

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