Search Results for author: Yang Trista Cao

Found 9 papers, 4 papers with code

Toward Gender-Inclusive Coreference Resolution: An Analysis of Gender and Bias Throughout the Machine Learning Lifecycle*

no code implementations CL (ACL) 2021 Yang Trista Cao, Hal Daumé III

Such inferences raise the risk of systematic biases in coreference resolution systems, including biases that can harm binary and non-binary trans and cis stakeholders.

coreference-resolution Sociology

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.

Toxicity Detection is NOT all you Need: Measuring the Gaps to Supporting Volunteer Content Moderators

no code implementations14 Nov 2023 Yang Trista Cao, Lovely-Frances Domingo, Sarah Ann Gilbert, Michelle Mazurek, Katie Shilton, Hal Daumé III

Extensive efforts in automated approaches for content moderation have been focused on developing models to identify toxic, offensive, and hateful content with the aim of lightening the load for moderators.

What's Different between Visual Question Answering for Machine "Understanding" Versus for Accessibility?

1 code implementation26 Oct 2022 Yang Trista Cao, Kyle Seelman, Kyungjun Lee, Hal Daumé III

We aim to answer this question by evaluating discrepancies between machine "understanding" datasets (VQA-v2) and accessibility datasets (VizWiz) by evaluating a variety of VQA models.

Benchmarking Question Answering +1

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.

Toward Gender-Inclusive Coreference Resolution

1 code implementation ACL 2020 Yang Trista Cao, Hal Daumé III

Correctly resolving textual mentions of people fundamentally entails making inferences about those people.

coreference-resolution Sociology

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