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Decision modelLegacy

Von 1.1

Von contributors

Released
-
Data date
September 24, 2026
Access

Von 1.1 is the earlier comparison version of the Von family. The non-autoregressive architecture evaluates a state, question, and options in one forward pass and returns a probability distribution over the supplied options. It does not generate a token sequence, so it fits bounded selection, yes-or-no, and rating tasks rather than multi-step answers.

Von 1.2 introduces architecture-level order-invariant evaluation of the options. On the JevBench hard tier, 49.5% of Von 1.1’s answers changed when the option order changed; Von 1.2 reached 0% in the same test. The current model card lists Version 1.3 with unchanged 1.2 weights.

Specifications and access

SpecificationValue and source
Model class
Non-autoregressive System One modelSource
Access
LocalSource
Model ID
von-1.1.0Source
Input
Text and typed questionsSource
Output
Structured probabilities, no text generationSource
Result
Choice, Noul and Score with probabilitiesSource
Parameters
395 millionSource
License
Apache-2.0Source
Scope
Local System One readout without text generationSource
Notes
Von 1.2 supersedes this checkpoint with architecture-level order-invariant option scoring. The source documents no hosted price.Source