Jev enables efficient decision-making with large language models (LLMs) through typed querying primitives, allowing the same semantic state to be expressed in different formats, such as binary and mul
Jev's cross-primitive consistency is benchmarked and improved via a residual calibrator that reduces inconsistency and boosts decision accuracy.
Jev enables efficient decision-making with large language models (LLMs) through typed querying primitives, allowing the same semantic state to be expressed in different formats, such as binary and multiple-choice queries. However, the consistency of decisions across primitives has not been systematically evaluated. This work introduces PrimaCons, a four-axis benchmark for assessing cross-primitive consistency while preserving the semantics of the query. Evaluations across three Jev sizes reveal consistency violations across all four axes. Our analysis shows that these violations follow systematic patterns and that cross-primitive discrepancies predict decision failure with a ROC-AUC of…
Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.
Cross-Primitive Consistency in Jev was first seen on Hugging Face · Daily papers on Nov 3, 2026. Since then it has appeared in 7 checks on 2 different days. Its best position was #21 of 30, reached on Nov 4, 05:28 UTC. It dropped off the list after Nov 4, 11:28 UTC.
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Not at the moment. It was last on the list on Nov 4, 11:28 UTC, after 2 days of trending.
#21 on Hugging Face · Daily papers, on Nov 4, 05:28 UTC. Trendoday checks this list every 120 minutes.
It was first seen on Nov 3, 2026 and has been on the list on 2 days (7 checks) since.