Valeri Sitnikov

novum: A Training-Free Structural Operator for Prediction and Generation

We introduce novum, a training-free structural operator that reads and generatesdirectly from a table's structure. Worlds sit on typed axes and are related bycoincidence: agreement across a set of intrinsic gaps rather than closeness in ametric. Every act obeys a single invariant...

novum: A Training-Free Structural Operator for Prediction and Generation

We introduce novum, a training-free structural operator that reads and generatesdirectly from a table's structure. Worlds sit on typed axes and are related bycoincidence: agreement across a set of intrinsic gaps rather than closeness in ametric. Every act obeys a single invariant...

Claim or Refuse: A Threshold-Free Structural Operator and the Law of Edges in Text Continuation

Generative systems imagine fluently and verify poorly; the gap is calledhallucination. We present a measured study of the opposite trade-off: astructural operator (the novum library, companion paperdoi:10.5281/zenodo.21807980) that generates only what the structure of itsuniverse...