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92% of musical instrument associations in LLMs reinforce existing gender stereotypes, with striking modality-specific variations in bias strength.
Forget painstakingly curating evaluation datasets: this framework generates high-quality, multi-hop multiple-choice questions from knowledge graphs with tunable difficulty, all while slashing costs.