Alisar Mustafa

Evaluating Multilingual Safety Benchmarks for Low-Resource Languages in the Majority World

As large language models are deployed across multilingual environments, the benchmarks used to evaluate their safety remain largely designed for high-resource, English-dominant contexts. Trust & Safety systems increasingly rely on automated classifiers and generative models to moderate harmful content across dozens of...