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Reimagining Our Futures Together: A New Social Contract for Education Year of publication: 2021 Corporate author: International Commission on the Futures of Education | UNESCO Our humanity and planet Earth are under threat. The pandemic has only served to prove our fragility and our interconnectedness. Now urgent action, taken together, is needed to change course and reimagine our futures. This report by the International Commission on the Futures of Education acknowledges the power of education to bring about profound change. We face a dual challenge of making good on the unfulfilled promise to ensure the right to quality education for every child, youth and adult and fully realizing the transformational potential of education as a route for sustainable collective futures. To do this, we need a new social contract for education that can repair injustices while transforming the future.This new social contract must be grounded in human rights and based on principles of non-discrimination, social justice, respect for life, human dignity and cultural diversity. It must encompass an ethic of care, reciprocity, and solidarity. It must strengthen education as a public endeavour and a common good.This report, two years in the making and informed by a global consultation process engaging around one million people, invites governments, institutions, organizations and citizens around the world to forge a new social contract for education that will help us build peaceful, just, and sustainable futures for all.The visions, principles, and proposals presented here are merely a starting point. Translating and contextualizing them is a collective effort. Many bright spots already exist. This report attempts to capture and build on them. It is neither a manual nor a blueprint but the opening up of a vital conversation.
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.
“I Don’t Have a Gender, Consciousness, or Emotions. I’m Just a Machine Learning Model” Year of publication: 2023 Corporate author: UNESCO | International Research Centre on Artificial Intelligence (IRCAI) An introduction to a forthcoming Gender bias in Artificial Intelligence report coming out on March 8, 2024. As we stand on the precipice of a technological revolution driven by Artificial Intelligence (AI), it is imperative to ensure that this future is shaped equitably, representing all genders. With this essay we are excited to announce our forthcoming in-depth report on Gender and Artificial Intelligence in a partnership between IRCAI and UNESCO, set for release on March 8, 2024. As we prepare for this milestone event, we extend an invitation to experts, scholars, and all interested stakeholders to join us in our research. 