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  • About
  • Research
  • Materiality of AI
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Sophia Falk

Researcher

PhD Candidate

Economist

Sustainable AI

Profile Picture

About Me

I am a PhD student at the Bonn Sustainable AI Lab hosted at the Institute for Science and Ethics, Bonn University. In my research, I investigate the Sustainability of Artificial Intelligence (AI), AI Ethics, and Resource Economics. Based on that my dissertation project focuses on an integrated approach to Sustainable AI, addressing socio-environmental issues and the global distribution of AI life cycle stages. The project combines empirical findings on the Sustainability of AI with ethical awareness of responsibility for global issues related to AI development. Check out my research projects below, and if you would like to work with me, please contact me!

Research

Tucano: Advancing Neural Text Generation for Portuguese

Preprint Arxiv, 2024

This study takes on one of the biggest challenges in the world of NLP: creating sustainable and equitable access to capable language models for low-resource languages.

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The attribution problem of a seemingly intangible industry

Environmental Challenges, 2024

By using the planetary boundary framework this paper show AI's environmental impacts beyond carbon emissions on 6 out of 9 PBs in a variety of complex ways. Further, it analyses how the EU AI Act fails to address the environmental challanges posed by AI development.

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Challenging AI for Sustainability: What ought it mean?

AI & Ethics, 2023

This paper argues that the terms ‘Sustainable artificial intelligence (AI)’ in general and ‘Sustainability of AI’ in particular are overused to the extent that they have lost their meaning. We aim to create a common understanding of what the ‘AI for Sustainability’ movement ought to mean.

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TeenyTinyLlama: open-source tiny language models

Machine Learning With Applications, 2024

TeenyTinyLlama is a pair of compact models for Brazilian Portuguese text generation. We release them under the permissive Apache 2.0 license on GitHub and Hugging Face for community use and further development.

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Short Talk

Watch my Institute's YouTube format "IWE in 2min", where I discuss AI’s footprint – beyond energy consumption.

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Prizes & Awards

“Tucano: Advancing Neural Text Generation for Portuguese” won the competition for the most interesting results among projects using the supercomputer "Marvin" at Bonn University.

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Materiality of AI

Soon to come:

From FLOPs to Footprints: The Resource Costs of Artificial Intelligence.


Design by Sophia Falk