What Does Disagreement Mean? A Semantic Identifiability Frontier for Pairwise Preference Learning
A nonparametric latent semantic model with three querywise quantities, which proves an exact semantic fiber theorem and derives finite-sample estimators, nonasymptotic concentration bounds, and semantics-aware action-recovery guarantees, and validate the theory on theorem-matched synthetic data.
M. Saravanan, Rohit Kumar Salla, Shrikar Reddy Kota
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