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Preprint Aug 2026

Who Should Be Generated? Justifying Demographic Targets in Open-Ended Generation

Fairness evaluation concerns not only what a model produces, but also what its outputs ought to be compared against. When a model generates"a CEO in the United States,"the prompt leaves demographic realization to the model. Existing group fairness definitions assume that sensitive attributes are given on the input side...

Zeshen Zheng, Yujia He, Qian‐Cen Lin et al. · 0 citations
Open access Aug 2026

Can the Promotion of New Energy Vehicles Contribute to Economic Green Development? Evidence from Prefecture-Level Cities in China

Against the backdrop of intertwined economic advancement and ecological governance dilemmas confronting developing economies, this paper centers on the green growth objective embedded within China’s New Energy Vehicle Pilot (NEVP) Policy as its analytical focal point. Adopting the propensity score matching difference-i...

Lin Chen, Ying-Wen Chen, Yujia He et al. · 0 citations

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