Detection
Hate Alert
Mar 3, 2020
Hate speech detection is a challenging task. We now have several datasets available based on different criterias language, domain, modalities etc.Several models ranging from simple Bag of Words to complex ones like BERT have been used for the task. The task performance seems to be improving over time, however, there are issues like generalizability, bias and explainability of the models.
Publications
Mithun Das, Rohit Raj, Punyajoy Saha, Binny Mathew, Manish Gupta, Animesh Mukherjee
(2023).
HateMM: A Multi-Modal Dataset for Hate Video Classification.
ICWSM 2023.
Vikram Gupta, Sumegh Roychowdhury, Mithun Das, Somnath Banerjee, Punyajoy Saha, Binny Mathew, Hastagiri Prakash Vanchinathan, Animesh Mukherjee
(2022).
Multilingual Abusive Comment Detection at Scale for Indic Languages.
LREC 2022.
Millon Madhur Das, Punyajoy Saha, Mithun Das
(2022).
Which one is more toxic? Findings from Jigsaw Rate Severity of Toxic Comments.
TRAC 2022.
Mithun Das, Somnath Banerjee, Animesh Mukherjee
(2022).
Data Bootstrapping Approaches to Improve Low Resource Abusive Language Detection for Indic Languages.
HT 2022.
Mithun Das, Punyajoy Saha, Binny Mathew, Animesh Mukherjee
(2022).
HateCheckHIn: Evaluating Hindi Hate Speech Detection Models.
LREC 2022.
Mithun Das, Somnath Banerjee, Punyajoy Saha
(2021).
Abusive and Threatening Language Detection in Urdu using Boosting based and BERT based models: A Comparative Approach.
FIRE’21.
Somnath Banerjee, Maulindu Sarkar, Punyajoy Saha, Mithun Das
(2021).
Exploring Transformer Based Models to Identify Hate Speech and Offensive Content in English and Indo-Aryan Languages.
FIRE’21.
Mithun Das, Punyajoy Saha, Ritam Dutt, Pawan Goyal, Animesh Mukherjee, Binny Mathew
(2021).
You too Brutus! Trapping Hateful Users in Social Media: Challenges, Solutions & Insights.
HT 2021.
Debjoy Saha, Naman Paharia, Debajit Chakraborty, Punyajoy Saha, Animesh Mukherjee
(2021).
Hate-Alert@ DravidianLangTech-EACL2021: Ensembling strategies for Transformer-based Offensive language Detection.
DravidianLangTech-EACL2021.
Punyajoy Saha, Binny Mathew, Kiran Garimella, Animesh Mukherjee
(2021).
Short is the Road that Leads from Fear to Hate: Fear Speech in Indian WhatsApp Groups.
WWW 2021.
Poojitha Maheshappa, Binny Mathew, Punyajoy Saha
(2021).
Using Knowledge Graphs to Improve Hate Speech Detection.
8th ACM IKDD CODS and 26th COMAD.
Binny Mathew, Punyajoy Saha, Seid Muhie Yimam, Chris Biemann, Pawan Goyal, Animesh Mukherjee
(2020).
HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection.
AAAI 2021.
Sai Saketh Aluru, Binny Mathew, Punyajoy Saha, Animesh Mukherjee
(2020).
Deep Learning Models for Multilingual Hate Speech Detection.
ECML-PKDD 2020.
Punyajoy Saha, Binny Mathew, Pawan Goyal, Animesh Mukherjee
(2019).
HateMonitors: Language Agnostic Abuse Detection in Social Media.
arXiv preprint arXiv:1909.12642.
Punyajoy Saha, Binny Mathew, Pawan Goyal, Animesh Mukherjee
(2018).
Hateminers: Detecting hate speech against women.
arXiv preprint arXiv:1812.06700.