A Word on Machine Ethics: A Response to Jiang et al. (2021). - Zeerak Talat; Hagen Blix; Josef Valvoda; Maya Indira Ganesh; Ryan Cotterell; Adina Williams (CoRR, 2021)

Directions for NLP Practices Applied to Online Hate Speech Detection. - Paula Fortuna; Mónica Domínguez; Leo Wanner; Zeerak Talat (EMNLP, 2022)

A Federated Approach to Predicting Emojis in Hindi Tweets. - Deep Gandhi; Jash Mehta; Nirali Parekh; Karan Waghela; Lynette D'Mello; Zeerak Talat (EMNLP, 2022)

Data Governance in the Age of Large-Scale Data-Driven Language Technology. - Yacine Jernite; Huu Nguyen; Stella Biderman; Anna Rogers; Maraim Masoud; Valentin Danchev; Samson Tan; Alexandra Sasha Luccioni; Nishant Subramani; Isaac Johnson 001; Gérard Dupont; Jesse Dodge; et al. (FAccT, 2022)

On the Machine Learning of Ethical Judgments from Natural Language. - Zeerak Talat; Hagen Blix; Josef Valvoda; Maya Indira Ganesh; Ryan Cotterell; Adina Williams (NAACL-HLT, 2022)

Documenting Geographically and Contextually Diverse Data Sources: The BigScience Catalogue of Language Data and Resources. - Angelina McMillan-Major; Zaid Alyafeai; Stella Biderman; Kimbo Chen; Francesco De Toni; Gérard Dupont; Hady Elsahar; Chris Emezue; Alham Fikri Aji; Suzana Ilic; Nurulaqilla Khamis; Colin Leong; et al. (CoRR, 2022)

Data Governance in the Age of Large-Scale Data-Driven Language Technology. - Yacine Jernite; Huu Nguyen; Stella Biderman; Anna Rogers; Maraim Masoud; Valentin Danchev; Samson Tan; Alexandra Sasha Luccioni; Nishant Subramani; Gérard Dupont; Jesse Dodge; Kyle Lo; et al. (CoRR, 2022)

Multilingual HateCheck: Functional Tests for Multilingual Hate Speech Detection Models. - Paul Röttger; Haitham Seelawi; Debora Nozza; Zeerak Talat; Bertie Vidgen (CoRR, 2022)

Back to the Future: On Potential Histories in NLP. - Zeerak Talat; Anne Lauscher (CoRR, 2022)

Bound by the Bounty: Collaboratively Shaping Evaluation Processes for Queer AI Harms. - Nathan Dennler; Anaelia Ovalle; Ashwin Singh; Luca Soldaini; Arjun Subramonian; Huy Tu; William Agnew; Avijit Ghosh; Kyra Yee; Irene Font Peradejordi; Zeerak Talat; Mayra Russo; et al. (AIES, 2023)

A Federated Approach for Hate Speech Detection. - Jay Gala; Deep Gandhi; Jash Mehta; Zeerak Talat (EACL, 2023)

Mirages. On Anthropomorphism in Dialogue Systems. - Gavin Abercrombie; Amanda Cercas Curry; Tanvi Dinkar; Verena Rieser; Zeerak Talat (EMNLP, 2023)

Thorny Roses: Investigating the Dual Use Dilemma in Natural Language Processing. - Lucie-Aimée Kaffee; Arnav Arora; Zeerak Talat; Isabelle Augenstein (EMNLP (Findings), 2023)

Queer In AI: A Case Study in Community-Led Participatory AI. - Organizers Of QueerInAI; Anaelia Ovalle; Arjun Subramonian; Ashwin Singh; Claas Voelcker; Danica J. Sutherland; Davide Locatelli; Eva Breznik; Filip Klubicka; Hang Yuan; Hetvi Jethwani; Huan Zhang 009; et al. (FAccT, 2023)

Queer In AI: A Case Study in Community-Led Participatory AI. - Anaelia Ovalle; Arjun Subramonian; Ashwin Singh; Claas Voelcker; Danica J. Sutherland; Davide Locatelli; Eva Breznik; Filip Klubicka; Hang Yuan; Hetvi Jethwani; Huan Zhang 009; Jaidev Shriram; et al. (CoRR, 2023)

Mirages: On Anthropomorphism in Dialogue Systems. - Gavin Abercrombie; Amanda Cercas Curry; Tanvi Dinkar; Zeerak Talat (CoRR, 2023)

Evaluating the Social Impact of Generative AI Systems in Systems and Society. - Irene Solaiman; Zeerak Talat; William Agnew; Lama Ahmad; Dylan K. Baker; Su Lin Blodgett; Hal Daumé III; Jesse Dodge; Ellie Evans; Sara Hooker; Yacine Jernite; Alexandra Sasha Luccioni; et al. (CoRR, 2023)

Bound by the Bounty: Collaboratively Shaping Evaluation Processes for Queer AI Harms. - Organizers Of QueerInAI; Nathaniel Dennler; Anaelia Ovalle; Ashwin Singh; Luca Soldaini; Arjun Subramonian; Huy Tu; William Agnew; Avijit Ghosh; Kyra Yee; Irene Font Peradejordi; Zeerak Talat; et al. (CoRR, 2023)

Classist Tools: Social Class Correlates with Performance in NLP. - Amanda Cercas Curry; Giuseppe Attanasio; Zeerak Talat; Dirk Hovy (ACL (1), 2024)

Impoverished Language Technology: The Lack of (Social) Class in NLP. - Amanda Cercas Curry; Zeerak Talat; Dirk Hovy (LREC/COLING, 2024)

Zero-shot Sentiment Analysis in Low-Resource Languages Using a Multilingual Sentiment Lexicon. - Fajri Koto; Tilman Beck; Zeerak Talat; Iryna Gurevych; Timothy Baldwin (EACL (1), 2024)

Metrics for What, Metrics for Whom: Assessing Actionability of Bias Evaluation Metrics in NLP. - Pieter Delobelle; Giuseppe Attanasio; Debora Nozza; Su Lin Blodgett; Zeerak Talat (EMNLP, 2024)

Understanding "Democratization" in NLP and ML Research. - Arjun Subramonian; Vagrant Gautam; Dietrich Klakow; Zeerak Talat (EMNLP, 2024)

AraOffence: Detecting Offensive Speech Across Dialects in Arabic Media. - Youssef Nafea; Shady Shehata; Zeerak Talat; Ahmed Aboeitta; Ahmed Sharshar; Preslav Nakov (INTERSPEECH, 2024)

The Perspectivist Paradigm Shift: Assumptions and Challenges of Capturing Human Labels. - Eve Fleisig; Su Lin Blodgett; Dan Klein 001; Zeerak Talat (NAACL-HLT, 2024)

Subjective Isms? On the Danger of Conflating Hate and Offence in Abusive Language Detection. - Amanda Cercas Curry; Gavin Abercrombie; Zeerak Talat (CoRR, 2024)

Ethics Whitepaper: Whitepaper on Ethical Research into Large Language Models. - Eddie L. Ungless; Nikolas Vitsakis; Zeerak Talat; James Garforth; Björn Ross; Arno Onken; Atoosa Kasirzadeh; Alexandra Birch (CoRR, 2024)

A Capabilities Approach to Studying Bias and Harm in Language Technologies. - Hellina Hailu Nigatu; Zeerak Talat (CoRR, 2024)

The Role of Expertise in Effectively Moderating Harmful Social Media Content. - Nuredin Ali Abdelkadir; Tianling Yang; Shivani Kapania; Meron Estefanos; Fasica Berhane Gebrekidan; Zecharias Zelalem; Messai Ali; Rishan Berhe; Dylan K. Baker; Zeerak Talat; Milagros Miceli; Alex Hanna; et al. (CHI, 2025)

Exploring the Limitations of Detecting Machine-Generated Text. - Jad Doughman; Osama Mohammed Afzal; Hawau Olamide Toyin; Shady Shehata; Preslav Nakov; Zeerak Talat (COLING, 2025)

The Only Way is Ethics: A Guide to Ethical Research with Large Language Models. - Eddie L. Ungless; Nikolas Vitsakis; Zeerak Talat; James Garforth; Björn Ross; Arno Onken; Atoosa Kasirzadeh; Alexandra Birch (COLING, 2025)

SHADES: Towards a Multilingual Assessment of Stereotypes in Large Language Models. - Margaret Mitchell; Giuseppe Attanasio; Ioana Baldini; Miruna Clinciu; Jordan Clive; Pieter Delobelle; Manan Dey; Sil Hamilton; Timm Dill; Jad Doughman; Ritam Dutt; Avijit Ghosh; et al. (NAACL (Long Papers), 2025)

Exploitation All the Way Down: Calling out the Root Cause of Bad Online Experiences for Users of the "Majority World". - Hellina Hailu Nigatu; Zeerak Talat (CoRR, 2025)

IYKYK: Using language models to decode extremist cryptolects. - Christine de Kock; Arij Riabi; Zeerak Talat; Michael Sejr Schlichtkrull; Pranava Madhyastha; Eduard H. Hovy (CoRR, 2025)

Code-Switching in End-to-End Automatic Speech Recognition: A Systematic Literature Review. - Maha Tufail Agro; Atharva Kulkarni; Karima Kadaoui; Zeerak Talat; Hanan Aldarmaki (CoRR, 2025)