As of Oct 14, 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). linne-oak 1.0 (31B) is co-SOTA in Decision models with low confidence because primary sources disagree beyond the margin of error (with vLLM-SR d3 (27B), Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)).
The ruling, in plain English
linne-oak 1.0 (31B) is co-SOTA in Decision models with low confidence because primary sources disagree beyond the margin of error (with vLLM-SR d3 (27B), Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)).
Reliability
Index bins for linne-oak 1.0 (31B). Confidence on the horizontal axis, accuracy on the vertical axis.
Median 105.3 ms, same GPU.
Evidence
| Source | Score | Date | Type | Receipt |
|---|---|---|---|---|
| Decision Index Full linne-oak 1.0 (31B) | 65.61 65.1–66.1 | 2026-10-14 | INDEP. | snap_decision-index_2026-10-14_release-v3|decision-index-0.3.2 |
Where it sits in the succession
Related pages
Is linne-oak 1.0 (31B) SOTA?
As of Oct 14, 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).
What is linne-oak 1.0 (31B) best at?
As of Oct 14, 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).
How does linne-oak 1.0 (31B) rank in Decision models?
Best current rank: #1 in Decision models, as of Oct 14, 2026.