The signal is the ceiling: Measurement limits of LLM-predicted experience ratings from open-ended survey text

Andrew Hong, Jason Potteiger, Luis E. Zapata

An earlier paper (Hong, Potteiger, and Zapata 2026) established that an unoptimized GPT 4.1 prompt predicts fan-reported experience ratings within one point 67% of the time from op…