These systems take a system state and typed questions, then return probabilities over allowed answers in a single pass rather than generating text tokens. The article describes distinct implementation choices, including frozen LLMs with trained output components, a fixed decision head, a pointer mechanism and a masked encoder. It also reports non-uniform benchmark results: Clef scores above Jev on BANKING77, while Jev scores above Clef on When2Call. The article is a technical comparison, not evidence that any one model is best for all agent workloads. Source: https://habr.com/ru/articles/1091188?amp%3Butm_medium=rss&%3Butm_source=habrahabr
Raw SignalOct 8, 20261 min read1 source
Analysis of decision model implementations and benchmarks
In one minute
A Habr article compares six decision-model implementations: Jev, Clef, Clef-flash, pplx-decider, Strands Decider, Laya and GLiDE.