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Paper · arXiv

Labels Override Definitions in Jev-Style Typed Decision Models

A typed decision model answers a fixed question about an input by returning a probability for each of several caller-defined options. Each option carries a short label and a written definition, which is where a developer states the rule the model should apply. Jev introduced this interface for routing, moderation and triage, open implementations followed, and the same operation occurs whenever a language model is used as a classifier by scoring label strings. We study the open implementations, whose weights we can inspect and patch, and ask whether the probability follows the definitions or the labels. A preference for the label we call option-label bias. Across four open-weight typed dec...

AuthorsSeyedarmin Azizi, Erfan Baghaei Potraghloo, Massoud Pedram
Primary categorycs.AI
Published1 October 2026
Last updated at source1 October 2026
cs.AI
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