![]() How suitable these lists actually are to reveal bias - let alone the bias metrics in general - remains unclear, though. Metrics such as ECT, RNSB, and WEAT quantify bias in these models based on predefined word lists representing social groups and bias-conveying concepts. Word embedding models reflect bias towards genders, ethnicities, and other social groups present in the underlying training data. In our evaluation, human annotators favored its counterfactuals in terms of both connotations, also deeming its meaning preservation better. According to automatic metrics, our model effectively controls for power while being competitive in agency to the state of the art. The verbs' probability is then boosted to encourage the model to rewrite both connotations jointly. In this paper, we thus develop a new rewriting model that identifies verbs with the desired agency and power in the context of the given sentence. We argue that this is insufficient, due to the interaction of agency and power and their dependence on context. Recent work targeted agency-specific verbs from a lexicon to this end. An effective way to mitigate bias is to generate counterfactual sentences with opposite agency and power to the training. When language models learn from respective texts, they may reproduce or even amplify the bias. Gender bias may emerge from an unequal representation of agency and power, for example, by portraying women frequently as passive and powerless ("She accepted her future'') and men as proactive and powerful ("He chose his future''). Vertretung der Belange studentischer Hilfskräfte.Ombudsperson für gute wissenschaftliche Praxis.Studium mit Beeinträchtigung / Behindertenbeauftragte.Allgemeiner Studierendenausschuss (AStA).Paderborn Center for Parallel Computing (PC²).Zentrum für Informations- und Medientechnologien (IMT).Betriebliche AnsprechPersonen - Prävention.Jenny Aloni Center for Early-Career Researchers.Welcome Service for international researchers and employees.EU-Projekte (Horizon Europe, Horizon 2020, FP 7).Außeruniversitäre Forschungskooperationen.Interdisziplinäre Forschungseinrichtungen.Forschungspreis der Universität Paderborn.Paderborner Wissenschaftskolleg „Data Society“.Netzwerk interdisziplinäre Forschung (NiFo).Nachhaltige Werkstoffe, Prozesse und Produkte.Forschungsorientierte Gleichstellungsstandards.Kommission für Forschung und wissenschaftlichen Nachwuchs.Akademische Auszeichnungen und Ehrungen.Kompetenzzentrum Hochschuldidaktik Mathematik (khdm).Stiftung Innovation in der Hochschullehre.Studiengangentwicklung & Akkreditierung.Studierenden- und Absolventenbefragungen.Qualitätsmanagement-System für Studium und Lehre.Förderpreis für Innovation und Qualität in der Lehre.Lehrpreis für den wissenschaftlichen Nachwuchs.E-Learning und Technische Unterstützung.Zentrum für Bildungsforschung und Lehrerbildung – PLAZ-Professional School.Studieren ohne Abitur und weitere Zugänge.If a trade city is more appealing to you, Hamburg is only a 2-hour long train ride away! In addition, the city is connected with the world thanks to Hannover's international airport. A trip to Berlin, for example, takes about 1.5 hours by train. All the important transport routes, from north to south, from east to west, roads or rails, all go through Hannover. Hannover is the capital of the Federal State of Lower-Saxony and lies in the heart of Germany. Interdisciplinary Studies of Science and Academiaĭegree programmes at Leibniz University Hannover:.Quantum Optics and Gravitational Physics.Cooperation agreements with national and international partners strengthen our scientific expertise. The main building of the university is the Royal Palace Welfenschloss at the Welfengarten. The Clusters of Excellence and key research areas, in addition to many other prospects, provide outstanding circumstances for (young) researchers to thrive.Īt Leibniz University there are currently almost 30,000 students studying in nine faculties, and some 3,100 researchers working in more than 150 institutes. Through internationally oriented Bachelor’s and Master’s programmes, Leibniz University Hannover provides exciting academic opportunities for international students. Our expertise for this stems from the broad spectrum of subjects, ranging from engineering and natural sciences to architecture and environmental planning, from law and economics to social sciences and humanities. Shaping the Future with Knowledge – as one of the nine leading Institutes of Technology in Germany (member of TU9 Alliance), Leibniz University Hannover is aware of its responsibility in seeking sustainable, peaceful and responsible solutions to the key issues of tomorrow. QS MBA Events in Middle East and Africa. ![]() QS Master's Events in Middle East and Africa.QS World University Rankings by Subject. ![]()
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