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The latest AI City Challenge reveals that integrating foundation models with synthetic data design can significantly boost performance in complex urban scenarios.
WIFA reduces harmful refusal while minimizing benign over-refusal, achieving a remarkable drop in over-refusal rates from 25.7% to 17.4%.
Mainstream LLMs struggle to navigate safety risks in scientific applications, revealing critical vulnerabilities in AI4Science workflows.
