AINeutralarXiv – CS AI · 5h ago6/10
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Bounded-Abstention Pairwise Learning to Rank
Researchers introduce a novel abstention mechanism for pairwise learning-to-rank systems that enables algorithmic decision-making to defer uncertain predictions to human experts. The method uses risk-based thresholding and includes theoretical guarantees, a plug-in algorithm, and empirical validation across datasets.