Search Results for author: Anna Sotnikova

Found 5 papers, 2 papers with code

"Flex Tape Can't Fix That": Bias and Misinformation in Edited Language Models

no code implementations29 Feb 2024 Karina Halevy, Anna Sotnikova, Badr AlKhamissi, Syrielle Montariol, Antoine Bosselut

We introduce a novel benchmark dataset, Seesaw-CF, for measuring bias-related harms of model editing and conduct the first in-depth investigation of how different weight-editing methods impact model bias.

Misinformation Model Editing

Multilingual large language models leak human stereotypes across language boundaries

1 code implementation12 Dec 2023 Yang Trista Cao, Anna Sotnikova, Jieyu Zhao, Linda X. Zou, Rachel Rudinger, Hal Daume III

We evaluate human stereotypes and stereotypical associations manifested in multilingual large language models such as mBERT, mT5, and ChatGPT.

Analyzing and modeling network travel patterns during the Ukraine invasion using crowd-sourced pervasive traffic data

no code implementations8 Aug 2022 S. Travis Waller, Moeid Qurashi, Anna Sotnikova, Lavina Karva, Sai Chand

This paper examines the impact of the ongoing disruption on traffic behavior using analytics as well as zonal-based network models.

Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models

1 code implementation NAACL 2022 Yang Trista Cao, Anna Sotnikova, Hal Daumé III, Rachel Rudinger, Linda Zou

NLP models trained on text have been shown to reproduce human stereotypes, which can magnify harms to marginalized groups when systems are deployed at scale.

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