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Bibliography: Citizenship Education Year of publication: 2021 Corporate author: France Education International Prepared at the request of the French Institute of the Netherlands, this selection of freely accessible digital resources is aimed at French as a Foreign Language (FLE) teachers who wish to educate their students about citizenship. Focused on secularism and the values of the French Republic, it includes international reports, articles and podcasts, didactic and pedagogical resources, as well as presentations of European projects and French academic and school projects that can be adapted to various contexts.  Educational Pack: Claire Ravez, research analyst focused on monitoring and analysis, IFE Year of publication: 2021 Corporate author: French Institute of Netherlands As a professor of history and geography, Claire Ravez joined the Monitoring and Analysis team of the French Institute of Education within the École normale supérieure de Lyon in 2017.Pedagogical file #1 is dedicated to civic education, with contributions from Claire Ravez, Dominique Schnapper, FEi, and the National Library of France.  Education Pack: Dominique Schnapper, sociologue Year of publication: 2023 Corporate author: French Institute of Netherlands Member of the Constitutional Council from 2001 to 2010, Dominique Schnapper is a French sociologist and political scientist. pedagogical file #1 is dedicated to civic education, with contributions from Claire Ravez, Dominique Schnapper, FEi and the BnF. Perspectives on Citizenship in School (IFE Monitoring Report; (vol. 125, no.6) Year of publication: 2018 Corporate author: École normale supérieure de Lyon.L’Institut français de l’Éducation Prenant la suite d’un premier dossier consacré à l’éducation à la citoyenneté (Feyfant, 2010 l), ce dossier de veille a pour objectifde réexaminer à la lumière de ces évolutions récentes la question des liens entre école et citoyenneté. Following up on an initial report dedicated to citizenship education (Feyfant, 2010 I), this monitoring report aims to re-examine the relationship between school and citizenship in light of recent developments.  Citizenship Education in Schools: Summary Report Year of publication: 2016 Corporate author: National Center for the Study of School Systems (CNESCO) This report explores the evolution of citizenship education in French schools in response to contemporary challenges. It highlights the key principles of this education and its impact on students, supported by recent research and surveys. The report also compares international practices and presents innovative examples, offering insights to enhance citizenship teaching in France.  Challenging Systematic Prejudices: An Investigation into Bias Against Women and Girls in Large Language Models Year of publication: 2024 Author: Daniel Van Niekerk | Maria Peréz Ortiz | John Shaw-Taylor | Davor Orlic | Ivana Drobnjak | Jackie Kay | Noah Siegel | Katherine Evans | Nyalleng Moorosi | Tina Eliassi-Rad | Leone Maria Tanczer | Wayne Holmes | Marc Peter Deisenroth | Isabel Straw | Maria Fasli | Rachel Adams | Nuria Oliver | Dunja Mladenić | Urvashi Aneja | Madeleine Janicky Corporate author: UNESCO | International Research Centre on Artificial Intelligence (IRCAI) This study explores biases in three significant large language models (LLMs): OpenAI’s GPT-2 and ChatGPT, along with Meta’s Llama 2, highlighting their role in both advanced decision-making systems and as user-facing conversational agents. Across multiple studies, the brief reveals how biases emerge in the text generated by LLMs, through gendered word associations, positive or negative regard for gendered subjects, or diversity in text generated by gender and culture. The research uncovers persistent social biases within these state-of-the-art language models, despite ongoing efforts to mitigate such issues. The findings underscore the critical need for continuous research and policy intervention to address the biases that exacerbate as these technologies are integrated across diverse societal and cultural landscapes. The emphasis on GPT-2 and Llama 2 being open-source foundational models is particularly noteworthy, as their widespread adoption underlines the urgent need for scalable, objective methods to assess and correct biases, ensuring fairness in AI systems globally. Writing Peace Year of publication: 2017 Author: Eric Cattelain Corporate author: UNESCO “Writing Peace” is a manual that invites young audiences to discover contemporary writings through the introduction of various languages. Its goal is to make the world appear a little closer and a little more familiar. "Writing Peace" encourages children (ages8 to 14) to become aware of the interdependence of cultures through familiarization with contemporary writing systems, their history, and their borrowings.The manual contains 24 activity sheets. Each section presents the characters of a writing system, an introductory text and historical background, the word “peace” and the word “hello,” the language(s) attached to the system(s), and an activity whose answers appear at the end of manual.Six thousand years after the advent of writing, what do we know about others, their systems of thought, and the transcriptions of their writing systems? How can different writing systems contribute to a better understanding of the world and our place within it? By beginning to learn about these writings and their fascinating beauty, the manual connects children to diversity, thus opening their eyes to the concept of peace and our awareness of it.