Funded by the European Union – NextGenerationEU Italian Ministry of University and Research Italia Domani — National Recovery and Resilience Plan

Research Outputs

Explore the scientific contributions, public activities and resources developed through HCAI4Gend.

Scientific articles and chapters

Open access article · 2024

Quali varietà d’italiano insegnare all’IA? Sviluppo di un modello linguistico per un’intelligenza artificiale Human Centred (HCAI)

Daniela Vellutino

Studi Italiani di Linguistica Teorica e Applicata (SILTA), LIII(3), pp. 558–573.

The article presents the HCAI4GEND project and its open-source AI-based tool for detecting and generating gender-sensitive language in institutional texts in Italian, English and German. The model supports supervised learning through sociopragmatic metadata and semi-automatically built linguistic datasets, combining manual annotation and natural language processing techniques.

Open access article · 2026

Gender-inclusive language in university communication: a contrastive analysis of gender-inclusive guidelines in German, Italian, and English

Valentina Crestani, Giulia Pedrini, Ramona Pellegrino, Caterina Saracco

Linguistik Online, 144(3), pp. 45–58. DOI: 10.13092/fh0p6j53.

The article provides a comparative analysis of gender-inclusive language guidelines issued by universities in Germany, Austria, Switzerland, Italy and the United Kingdom. Based on a corpus of 287 institutional guidelines, the study examines the linguistic strategies recommended to promote gender-inclusive communication.

Open access article · 2026

Enhancing University Communication: An Artificial Intelligence-Based Tool for Gender-Inclusive Language

Daniela Vellutino, Mafalda Ingenito, Giuliana Vitiello

Linguistik Online, 144(3), pp. 179–189. DOI: 10.13092/p6gc7g68.

The article presents the project’s research activities, with particular attention to the development of a linguistic model for an AI-based tool capable of detecting, interpreting and generating gender-sensitive language solutions in institutional texts in Italian, English and German.

Open access article · 2026

Human-Centered Artificial Intelligence for Gender-Inclusive Language Evolution

Daniela Vellutino, Mafalda Ingenito, Giuliana Vitiello

Linguistik Online, 144(3), pp. 163–177. DOI: 10.13092/dzn9bq12.

The article highlights the need for a multidisciplinary and collaborative approach involving linguists, sociologists, software developers and policy makers, so that AI-based language technologies are technically robust, culturally sensitive and ethically grounded. It also stresses the importance of involving end users in the design and implementation of inclusive AI systems.

Open access volume · Forthcoming

Comunicazione sensibile al genere in tedesco, italiano e inglese: intelligenza artificiale, lingua e diritti

Edited by Valentina Crestani

FrancoAngeli, forthcoming.

This interdisciplinary volume brings together the main results of the research project, retracing its development up to the final conference at the University of Milan on 15–16 January 2026. It includes contributions from members of the four research units and external experts, with chapters published in Italian, German and English.

Talks, panels and presentations

Poster · 26–28 June 2024

An Artificial Intelligence-Based Tool for Gender-Sensitive Linguistic Simplification in Institutional Communication

Andrea Antonio Cantone, Mafalda Ingenito, Francesca Perillo, Daniela Vellutino, Giuliana Vitiello

womENcourage™ 2024: Responsible Computing for Gender Equality – ACM Celebration of Women in Computing. Madrid.

Presentation · 11–13 September 2024

Genderinklusive Sprache in der universitären Kommunikation: Eine kontrastive Untersuchung zu Deutsch, Italienisch und Englisch

Valentina Crestani, Ramona Pellegrino, Giulia Pedrini, Caterina Saracco

Jahrestagung der Gesellschaft für Angewandte Linguistik 2024. Technische Universität Dresden.

Presentation · 3–4 October 2024

Gender-inclusive language in university communication: a comparative analysis of guidelines in German, Italian, and English

Valentina Crestani, Ramona Pellegrino, Giulia Pedrini, Katia Peruzzo, Caterina Saracco

Gender-inclusive language in a Multilingual Europe: between institutional policies, their applications and AI-related developments. Università Ca’ Foscari Venezia.

Keynote· 3–4 October 2024

Human-Centered AI for Gender-Inclusive Language Evolution

Giuliana Vitiello

Gender-inclusive language in a Multilingual Europe: between institutional policies, their applications and AI-related developments. Università Ca’ Foscari Venezia.

Presentation · 3–4 October 2024

Enhancing University Communication: An Artificial Intelligence-Based tool for Gender-Inclusive Language

Mafalda Ingenito, Daniela Vellutino, Maria De Martino, Valentina Crestani, Caterina Saracco, Giulia Pedrini, Ramona Pellegrino, Giuliana Vitiello

Gender-inclusive language in a Multilingual Europe: between institutional policies, their applications and AI-related developments. Università Ca’ Foscari Venezia.

Talk· 28 October 2024

AI per la comunicazione istituzionale sensibile al genere

Daniela Vellutino, Giuliana Vitiello

Generi e linguaggi. Università degli Studi di Salerno.

Talk · 28–29 November 2024

Le linee guida sul linguaggio inclusivo nell’esperienza degli atenei italiani

Paolo Gambatesa

8° Convegno annuale Alumni DAAD Italia (ADIT) — Intrecci di saperi per l’uguaglianza di genere / Wissensverflechtung für die Gleichstellung der Geschlechter. Università degli Studi di Milano.

Talk · 7 March 2025

L’intelligenza artificiale per la comunicazione istituzionale sensibile al genere

Daniela Vellutino, Mafalda Ingenito

Le pari opportunità alla prova della transizione digitale ed ecologica. Università degli Studi di Salerno.

Presentation · 7 October 2025

Gender-Sensitive Language in University Calls for Academic Staff Recruitment in Italy and Germany: A Comparative Study for Human-Centered LLM Design

Valentina Crestani, Nannerel Fiano, Caterina Saracco

LINFA: Linguistic & Informatic insights on AI for gender, accessibility, and inclusivity. Università degli Studi di Salerno.

Presentation · 7 October 2025

Behind the scenes of a trilingual AI tool for gender-sensitive institutional communication: struggling with human annotation

Giulia Pedrini, Katia Peruzzo

LINFA: Linguistic & Informatic insights on AI for gender, accessibility, and inclusivity. Università degli Studi di Salerno.

Corpora, reports and digital tools

Digital resource · Zenodo

HCAI4Gend - Multilingual Corpus for gender-sensitive institutional communication

A collection of multilingual resources developed to support the analysis and production of gender-sensitive institutional communication in Italian, German, and English. It includes: raw corpora of authentic institutional texts; manually annotated corpora; parallel gender-sensitive rewritings implementing feminine-visibility and gender-neutralization strategies; structured document metadata; annotation and rewriting guidelines; and a multilingual lexicon of institutional and professional role names with gender-sensitive forms and alternatives.