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Binny Mathew

4 accepted papers

2024

A Community-Centric Perspective for Characterizing and Detecting Anti-Asian Violence-Provoking Speech

ACL 2024long

Violence-provoking speech – speech that implicitly or explicitly promotes violence against the members of the targeted community, contributed to a massive surge in anti-Asian crimes during the COVID-19 pandemic. While previous works have characterized and built tools for detecting other forms of har…

Cited by 1SourcePDFScholar
2024

InfFeed: Influence Functions as a Feedback to Improve the Performance of Subjective Tasks

COLING 2024main

Recently, influence functions present an apparatus for achieving explainability for deep neural models by quantifying the perturbation of individual train instances that might impact a test prediction. Our objectives in this paper are twofold. First we incorporate influence functions as a feedback i…

2022

CounterGeDi: A Controllable Approach to Generate Polite, Detoxified and Emotional Counterspeech

IJCAI 2022poster

Recently, many studies have tried to create generation models to assist counter speakers by providing counterspeech suggestions for combating the explosive proliferation of online hate. However, since these suggestions are from a vanilla generation model, they might not include the appropriate prope…

2022

Multilingual Abusive Comment Detection at Scale for Indic Languages

NeurIPS 2022accept

Social media platforms were conceived to act as online `town squares' where people could get together, share information and communicate with each other peacefully. However, harmful content borne out of bad actors are constantly plaguing these platforms slowly converting them into `mosh pits' where…

Cited by 27SourcePDFScholar