# decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) vs linne-oak 1.0 (31B)

As of Oct 15, 2026, decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) leads linne-oak 1.0 (31B) in 0 of 1 shared categories.

decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique): price per 1M tokens is unset in the catalog.

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

decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique): 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 chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) in Decision models at #1 against #44.

As of Oct 15, 2026, decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) is ranked #44 in Decision models (since Oct 15, 2026; sources Decision Index Full and JevBench; 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).