Overview of the Multilingual Text Detoxification Task at PAN 2025. - Daryna Dementieva; Vitaly Protasov; Nikolay Babakov; Naquee Rizwan; Ilseyar Alimova; Caroline Brun; Vasily Konovalov; Arianna Muti; Chaya Liebeskind; Marina Litvak; Debora Nozza; Shehryaar Shah Khan; et al. (CLEF (Working Notes), 2025)

See, Explain, and Intervene: A Few-Shot Multimodal Agent Framework for Hateful Meme Moderation. - Naquee Rizwan; Subhankar Swain; Paramananda Bhaskar; Gagan Aryan; Shehryaar Shah Khan; Animesh Mukherjee 001 (CoRR, 2026)