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Orhan Firat

Multilingual AI and evaluation researcher

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Multilingual-model research and cognitive frameworks for measuring progress toward general-purpose AI.

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Writing and research by Orhan Firat

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These articles, papers and essays carry Orhan Firat in the source-supplied author field. Verify the definitive byline and text at the original publisher.

arXiv

Measuring Progress Toward AGI: A Cognitive Framework — open the original publisher

By Ryan Burnell, Yumeya Yamamori, Orhan Firat, Kate Olszewska, Steph Hughes-Fitt, Oran Kelly et al.

Despite widespread discussion of AGI, there is no clear framework for measuring progress toward it. This ambiguity fuels subjective claims, makes it difficult to track progress, and risks hindering responsible governance. As a starting point to address this gap, we present a framework for understanding system capabilities in relation to human cognitive abilities. Drawing from decades of research in psychology, neuroscience, and cognitive science, we introduce a Cognitive Taxonomy that deconstruc

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