Practising responsibility: Ethics in NLP as a hands-on course

Malvina Nissim, Viviana Patti, Beatrice Savoldi


Abstract
As Natural Language Processing (NLP) systems become more pervasive, integrating ethical considerations into NLP education has become essential. However, this presents inherent challenges in curriculum development: the field’s rapid evolution from both academia and industry, and the need to foster critical thinking beyond traditional technical training. We introduce our course on Ethical Aspects in NLP and our pedagogical approach, grounded in active learning through interactive sessions, hands-on activities, and “learning by teaching” methods. Over four years, the course has been refined and adapted across different institutions, educational levels, and interdisciplinary backgrounds; it has also yielded many reusable products, both in the form of teaching materials and in the form of actual educational products aimed at diverse audiences, made by the students themselves. By sharing our approach and experience, we hope to provide inspiration for educators seeking to incorporate social impact considerations into their curricula.
Anthology ID:
2026.teachingnlp-1.14
Volume:
Proceedings of the Seventh Workshop on Teaching Natural Language Processing (TeachNLP 2026)
Month:
March
Year:
2026
Address:
Rabat, Morocco
Editors:
Matthias Aßenmacher, Laura Biester, Claudia Borg, György Kovács, Margot Mieskes, Sofia Serrano
Venues:
TeachingNLP | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
88–108
Language:
URL:
https://preview.aclanthology.org/ingest-eacl/2026.teachingnlp-1.14/
DOI:
Bibkey:
Cite (ACL):
Malvina Nissim, Viviana Patti, and Beatrice Savoldi. 2026. Practising responsibility: Ethics in NLP as a hands-on course. In Proceedings of the Seventh Workshop on Teaching Natural Language Processing (TeachNLP 2026), pages 88–108, Rabat, Morocco. Association for Computational Linguistics.
Cite (Informal):
Practising responsibility: Ethics in NLP as a hands-on course (Nissim et al., TeachingNLP 2026)
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PDF:
https://preview.aclanthology.org/ingest-eacl/2026.teachingnlp-1.14.pdf