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06/21/2023
Mass-Producing Failures of Multimodal Systems with Language Models
Deployed multimodal systems can fail in ways that evaluators did not ant...
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03/08/2023
Automatically Auditing Large Language Models via Discrete Optimization
Auditing large language models for unexpected behaviors is critical to p...
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02/24/2022
Capturing Failures of Large Language Models via Human Cognitive Biases
Large language models generate complex, open-ended outputs: instead of o...
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10/27/2020
Selective Classification Can Magnify Disparities Across Groups
Selective classification, in which models are allowed to abstain on unce...
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05/04/2020