# Decider 31B (NVFP4) vs linne-oak 1.0 (31B)

As of Oct 15, 2026, Decider 31B (NVFP4) leads linne-oak 1.0 (31B) in 0 of 1 shared categories.

Decider 31B (NVFP4): price per 1M tokens is unset in the catalog.

linne-oak 1.0 (31B): price per 1M tokens is unset in the catalog.

Decider 31B (NVFP4): open weights.

linne-oak 1.0 (31B): open weights.

- Which to pick, Decision models: As of Oct 15, 2026, linne-oak 1.0 (31B) leads Decider 31B (NVFP4) in Decision models at #1 against #2.

As of Oct 15, 2026, Decider 31B (NVFP4) is near state of the art, rank #2 in Decision models (since Oct 15, 2026; sources Decision Index Full; methodology v1.0).

As of Oct 15, 2026, linne-oak 1.0 (31B) is tied for state of the art with low confidence in Decision models (since Oct 14, 2026; sources Decision Index Full; methodology v1.0).