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Megan Richards

3 accepted papers

2025

On the Role of Speech Data in Reducing Toxicity Detection Bias

NAACL 2025long

Text toxicity detection systems exhibit significant biases, producing disproportionate rates of false positives on samples mentioning demographic groups. But what about toxicity detection in speech? To investigate the extent to which text-based biases are mitigated by speech-based systems, we produc…

Cited by 0SourcePDFScholar
2024

Does Progress On Object Recognition Benchmarks Improve Generalization on Crowdsourced, Global Data?

ICLR 2024poster

For more than a decade, researchers have measured progress in object recognition on the ImageNet dataset along with its associated generalization benchmarks such as ImageNet-A, -C, and -R. Recent advances in foundation models, trained on orders of magnitude more data, have begun to saturate performa…

Cited by 3SourcePDFScholar
2023

Exploring Why Object Recognition Performance Degrades Across Income Levels and Geographies with Factor Annotations

NeurIPS 2023spotlight

Despite impressive advances in object-recognition, deep learning systems’ performance degrades significantly across geographies and lower income levels---raising pressing concerns of inequity. Addressing such performance gaps remains a challenge, as little is understood about why performance degrade…

Cited by 4SourcePDFScholar