H Human–AI Coevolution

Entry

Asking an AI for salary negotiation advice is a matter of concern: Controlled experimental perturbation of ChatGPT for protected and non-protected group discrimination on a contextual task with no clear ground truth answers

R. Stuart Geiger, Flynn O'Sullivan, Elsie Wang, Jonathan Lo

Synopsis

Audit of four ChatGPT versions across ~400k prompts varying gender / university / major; finds significant inter-version inconsistency (~40% rise in recommendations Jun 2023→May 2024), gender gaps, and elite-university and STEM premia, plus reasonable salaries even for fictional universities.

Keywords

·ChatGPT bias ·salary negotiation ·version comparison ·gender bias ·prompt audit

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