3 papers
cs.CY2026
How Should AI Safety Benchmarks Benchmark Safety?
Cheng Yu, Severin Engelmann, Ruoxuan Cao +2
AI safety benchmarks are pivotal for safety in advanced AI systems; however, they have significant technical, epistemic, and sociotechnical shortcomings. We present a review of 210…
cs.AI2025
Operationalizing Pluralistic Values in Large Language Model Alignment Reveals Trade-offs in Safety, Inclusivity, and Model Behavior
Dalia Ali, Dora Zhao, Allison Koenecke +1
Although large language models (LLMs) are increasingly trained using human feedback for safety and alignment with human values, alignment decisions often overlook human social dive…
cs.CY2025
AI Adoption Across Mission-Driven Organizations
Dalia Ali, Muneeb Ahmed, Hailan Wang +6
Despite AI's promise for addressing global challenges, empirical understanding of AI adoption in mission-driven organizations (MDOs) remains limited. While research emphasizes indi…