Author

Zimeng Huang

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Preprint Jul 2026

Evaluating and Pricing Advertisements in AI-Generated Responses

This work constructs the missing supervision through a psychologically grounded agent simulation framework, and distil it into a parameter-efficient evaluator that predicts click-through intent, together with the three companion dimensions of ad quality, as smooth, differentiable estimates.

John L. Turner-Smith, Zimeng Huang, Yuhan Fu et al. · 0 citations