Overview of PAN 2024: Multi-author Writing Style Analysis, Multilingual Text Detoxification, Oppositional Thinking Analysis, and Generative AI Authorship Verification Condensed Lab Overview. - Abinew Ali Ayele; Nikolay Babakov; Janek Bevendorff; Xavier Bonet Casals; Berta Chulvi; Daryna Dementieva; Ashaf Elnagar; Dayne Freitag; Maik Fröbe; Damir Korencic; Maximilian Mayerl; Daniil Moskovskiy; et al. (CLEF (2), 2024)

Overview of the Multilingual Text Detoxification Task at PAN 2024. - Daryna Dementieva; Daniil Moskovskiy; Nikolay Babakov; Abinew Ali Ayele; Naquee Rizwan; Florian Schneider 001; Xintong Wang 001; Seid Muhie Yimam; Dmitry Ustalov; Elisei Stakovskii; Alisa Smirnova; Ashraf Elnagar; et al. (CLEF (Working Notes), 2024)

Zero shot VLMs for hate meme detection: Are we there yet? - Naquee Rizwan; Paramananda Bhaskar; Mithun Das; Swadhin Satyaprakash Majhi; Punyajoy Saha; Animesh Mukherjee 001 (CoRR, 2024)

Demarked: A Strategy for Enhanced Abusive Speech Moderation through Counterspeech, Detoxification, and Message Management. - Seid Muhie Yimam; Daryna Dementieva; Tim Fischer 002; Daniil Moskovskiy; Naquee Rizwan; Punyajoy Saha; Sarthak Roy; Martin Semmann; Alexander Panchenko; Chris Biemann; Animesh Mukherjee 001 (CoRR, 2024)

HatePRISM: Policies, Platforms, and Research Integration. Advancing NLP for Hate Speech Proactive Mitigation. - Naquee Rizwan; Seid Muhie Yimam; Daryna Dementieva; Florian Skupin; Tim Fischer 002; Daniil Moskovskiy; Aarushi Ajay Borkar; Robert Geislinger; Punyajoy Saha; Sarthak Roy; Martin Semmann; Alexander Panchenko; et al. (ACL (Findings), 2025)

Multilingual and Explainable Text Detoxification with Parallel Corpora. - Daryna Dementieva; Nikolay Babakov; Amit Ronen; Abinew Ali Ayele; Naquee Rizwan; Florian Schneider 001; Xintong Wang 001; Seid Muhie Yimam; Daniil Alekhseevich Moskovskiy; Elisei Stakovskii; Eran Kaufman; Ashraf Elnagar; et al. (COLING, 2025)

Exploring the Limits of Zero Shot Vision Language Models for Hate Meme Detection: The Vulnerabilities and their Interpretations. - Naquee Rizwan; Paramananda Bhaskar; Mithun Das; Swadhin Satyaprakash Majhi; Punyajoy Saha; Animesh Mukherjee 001 (ICWSM, 2025)

Dynamics of Toxicity in Political Podcasts. - Naquee Rizwan; Nayandeep Deb; Sarthak Roy; Vishwajeet Singh Solanki; Kiran Garimella; Animesh Mukherjee 001 (CoRR, 2025)

NLP for Social Good: A Survey of Challenges, Opportunities, and Responsible Deployment. - Antonia Karamolegkou; Angana Borah; Eunjung Cho; Sagnik Ray Choudhury; Martina Galletti; Rajarshi Ghosh; Pranav Gupta; Oana Ignat; Priyanka Kargupta; Neema Kotonya; Hemank Lamba; Sun-Joo Lee; et al. (CoRR, 2025)

ToxicTAGS: Decoding Toxic Memes with Rich Tag Annotations. - Subhankar Swain; Naquee Rizwan; Nayandeep Deb; Vishwajeet Singh Solanki; Vishwa Gangadhar S; Animesh Mukherjee 001 (CoRR, 2025)