Karina Halevy
CMU LTI | Harvard CS + History
Image Description: Karina (white skin, brown hair, black top) smiling at the camera outside. Picture credits: Oriana Li Halevy, 2022.
Hello! My name is Karina, and I am a PhD student at the Carnegie Mellon University Language Technologies Institute, supported by a National Science Foundation Graduate Research Fellowship and co-advised by Mona Diab and Maarten Sap! Previously, I did my undergrad in Computer Science and History (jointly) with a minor in Statistics at Harvard College, where I worked with Professors Stuart Shieber, Elena Glassman, Cemal Kafadar, and Damián Blasi. I have also spent summers working with Carolina Brum (Apple), Antoine Bosselut, Syrielle Montariol (EPFL), and Jordan Hashemi (BBN Technologies). My main academic interest is in natural language processing/computational linguistics.
I am specifically interested in:
- carefully doing NLP for social science/social good (e.g. information extraction or visualization for legal/medical/historical material, hate speech/misinformation detection, public health advocacy)
- NLP for low-resource/non-Indo-European languages
- algorithmic fairness/ethics (especially for disabled people, ethnically minoritized people, & subpopulations too small to be included in most research due to lack of statistical significance)
- constructing evaluation metrics and benchmark datasets to make language models more understandable
- intersections of NLP with human-computer interaction and data visualization
I also dance.
Selected Publications
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“Flex Tape Can’t Fix That”: Bias and Misinformation in Edited Language ModelsIn Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, Nov 2024
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Evaluating Word Embeddings with Categorical ModularityIn Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021, Aug 2021