Swabha Swayamdipta
USC Gabilan Assistant Professor and Amazon Scholar; first author of Dataset Cartography
- Gabilan Assistant Professor, USC Viterbi Computer Science; Associate Director, USC Center for AI and Society, University of Southern California1
- Amazon Scholar, Amazon1
Swabha Swayamdipta is a Gabilan Assistant Professor of computer science at USC Viterbi, Associate Director of the USC Center for AI and Society, and an Amazon Scholar. Swayamdipta's research aims at robust and reliable evaluation of language models' generative capabilities, understanding the mechanisms that drive language models, and private and safe human-AI collaboration for high-stakes applications. Swayamdipta is first author of Dataset Cartography, which introduces data maps that use a model's training dynamics to characterize and diagnose datasets; its code is published in the Apache-2.0 allenai/cartography repository.123
Work
Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics (external site: github.com)Open-source code
First author of the 2020 Dataset Cartography paper; the allenai/cartography repository, released under the Apache License 2.0, provides the code and cites the paper with Swayamdipta as first author.23
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