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Yayın Chunking in Turkish with conditional random fields(Springer-Verlag, 2015-04-14) Yıldız, Olcay Taner; Solak, Ercan; Ehsani, Razieh; Görgün, OnurIn this paper, we report our work on chunking in Turkish. We used the data that we generated by manually translating a subset of the Penn Treebank. We exploited the already available tags in the trees to automatically identify and label chunks in their Turkish translations. We used conditional random fields (CRF) to train a model over the annotated data. We report our results on different levels of chunk resolution.Yayın Reproduction of social biases through AI: a study on AI developers' awareness on social biases(BIDGE Publications, 2023-12-11) Şahin, Aylin; Pandır, MüzeyyenArtificial Intelligence (AI) stands as an evolving and controversial force, changing the way of work in numerous sectors including education, art, finance, health, transportation, and security, also having influences over daily lives. While discussions often revolve around the technological breakthroughs and economic ramifications of AI, it is imperative to recognize and address the social impacts and consequences it carries, particularly with respect to potential social biases and discriminations that it will (re)produce or contribute to. This study explores AI developers' awareness and perspectives on gender, race and ethnicity-based biases in general, and how AI may contribute to these in particular. Surveys were conducted with 60 professionals working in different areas of AI and related issues. The findings revealed relatively informed understandings of the concepts of gender, race and ethnicity, whereas a lack of awareness among participants about prejudice. The study discusses that while considering what new technologies bring to society, it is crucial to understand how these new technologies may perpetuate existing social problems. To prevent such developments, it is crucial that those who play a role in the development of these technologies have an informed and ethical perspective towards the reproduction of social inequalities, for building more inclusive societies.












