Online video platforms can expose young users to harmful content, but independent audits remain difficult because video annotation is costly and moderation judgments vary across languages. We audit TikTok in France, Italy, and Sweden with sockpuppet accounts representing four age personas (13, 16, 19, 40), collecting 3...
AI-generated overviews are becoming an increasingly prominent layer of search interfaces, yet their behavior in Chinese-language search remains underexplored. We conduct a cross-lingual audit of AI overview behavior on Baidu and Google using English queries sampled from MS MARCO and their translated Chinese counterpart...
Yi-Bo Li, En-Ci Guan, Yu-Duan Cai et al.· 0 citations
This analysis covers 364,941 responses from three frontier Chinese-based LLMs to 12,165 factual questions derived from real-world Chinese search queries, and evaluates the models with and without reasoning across baseline, belief-conditioned, and anti-sycophancy prompting, tracing matched shifts among correct, incorrec...
Geng Liu, Feng Li, Meng-Xiao Zhu et al.· 0 citations
We ask whether AI agents powered by locally deployed large language models can reliably automate expert-defined hardware design workflows in an industry-realistic tool-calling setting. In these environments, engineers issue repetitive, dependency-ordered operations---such as creating components, adding ports, and wirin...
Leonardo Liparulo, F. Pierri· 0 citations
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