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...
It is found that AI assistance increases accuracy by 3-7% when participants viewed the relevant video segment, and by 27-35% when they did not, while efficiency increases by 10% for short videos and 25% for longer ones, and self-reported confidence in answers remains stable across all three conditions.
Anders Giovanni Møller, Elisa Bassignana, Francesco Pierri et al.· arXiv.org· 2 citations
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