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Paper · arXiv

Prism-1: Position- and Rival-Independent Scoring for System One Models

Given a state and a set of options, such as intents, tools or interface elements, System One decision models return a distribution over the options in one forward pass, without generated reasoning. Web systems increasingly build them by reading decisions from language models. Two axioms of rational choice are natural requirements for such decisions, because in web systems the listing and the option set are determined by other components and can change or be manipulated: the order in which the options are listed should not matter, and adding an option should not change the relative odds of the others (Luce's choice axiom). We test the standard reads, namely single-choice question (SCQ) pro...

AuthorsYao Long Teng, Jianguo Huang, Yanchen Deng et al.
Primary categorycs.AI
Published15 October 2026
Last updated at source15 October 2026
cs.AI
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