As of Oct 15, 2026, RSI-Jev v6.1 VL 27B (effort auto) is state of the art in Decision models › Vision (since Oct 14, 2026; sources Decision Index ECE; methodology v1.0). RSI-Jev v6.1 VL 27B (effort auto) leads Decision models › Vision calibration since 2026-10-14, with the lowest ECE in the top quartile of accuracy.
The ruling, in plain English
Ranked #25 in Decision models.
Reliability
Index bins for RSI-Jev v6.1 VL 27B (effort auto). Confidence on the horizontal axis, accuracy on the vertical axis.
Median 76.1 ms, same GPU.
Evidence
| Source | Score | Date | Type | Receipt |
|---|---|---|---|---|
| Decision Index Full RSI-Jev v6.1 VL 27B (effort auto) | 58.66 58.2–59.2 | 2026-10-14 | INDEP. | snap_decision-index_2026-10-14_release-v3|decision-index-0.3.2 |
Where it sits in the succession
Crown intervals for this model are still empty.
Where it is not the crown
| Category | This model | Why |
|---|---|---|
| Decision models | #25 in this category | Ranked #25 in Decision models. |
Related pages
- Decision models
- Compare with the current leader in Decision models: vLLM-SR d3 (27B)
- Compare with the current leader in Decision models: linne-oak 1.0 (31B)
- Compare with the current leader in Decision models: Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)
- Decision Index Full
- Decision Index ECE
Is RSI-Jev v6.1 VL 27B (effort auto) SOTA?
As of Oct 15, 2026, RSI-Jev v6.1 VL 27B (effort auto) is state of the art in Decision models › Vision (since Oct 14, 2026; sources Decision Index ECE; methodology v1.0).
What is RSI-Jev v6.1 VL 27B (effort auto) best at?
As of Oct 15, 2026, RSI-Jev v6.1 VL 27B (effort auto) is ranked #25 in Decision models (since Oct 15, 2026; sources Decision Index Full).
How does RSI-Jev v6.1 VL 27B (effort auto) rank in Decision models?
Best current rank: #25 in Decision models, as of Oct 15, 2026.