HUMAN & MACHINE INTELLIGENCE
NLP
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection
November 30, 2022
Abstract
Hate speech detection is complex; it relies on commonsense reasoning, knowledge of stereotypes, and an understanding of social nuance that differs from one culture to the next. It is also difficult to collect a large-scale hate speech annotated dataset. In this work, we frame this problem as a few-shot learning task, and show significant gains with decomposing the task into its "constituent" parts. In addition, we see that infusing knowledge from reasoning datasets (e.g. ATOMIC) improves the performance even further. Moreover, we observe that the trained models generalize to out-of-distribution datasets, showing the superiority of task decomposition and knowledge infusion compared to previously used methods. Concretely, our method outperforms the baseline by 17.83% absolute gain in the 16-shot case.
AUTHORS
Written by
Badr Alkhamissy
Asli Celikyilmaz
Lambert Mathias
Mona Diab
Pascale Fung
Srini Iyer
Ves Stoyanov
Zornitsa Kozareva
Faisal Ladhak
Publisher
EMNLP
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