openJev-verdict-2.0
Quadrant scores
See the full quadrantScored with the public quadrant rubric (maturity × capability; bubble = adoption). Revise as evidence lands.
- Maturity3.5/10
Day-one Apache weights + dashboard/WebGPU story, but brand-new independent release with no ops track record — maturity stays low.
- Capability5.5/10
Official JevBench (17 Oct): Intelligence 4.1, calibration 49.1, p50 0.269 s. Full primitive set on ~150M ModernBERT with aggressive author accuracy/ECE claims; every Jev/Laya comparison remains UnverifiedClaim.
- Adoption12/100
Loud README + dashboard in the S1Bench wave; still early community proof beyond the author channels.
Vendor claims
- UnverifiedClaim: top-1 ~77.10% on LocalLLaMA/typed-decisions held-out N=2000 (author vs Laya/Jev table)[Vendor claim — not independently verified]
- UnverifiedClaim: correctness-head ECE ~1.44% / ~20-25ms per decision (author)[Vendor claim — not independently verified]
- ModernBERT-base ~149.6M; Apache-2.0; WebGPU / GitHub Pages playground (author)[Vendor claim — not independently verified]
publicado (OK do Fabricio 17/10 BRT). Board audit of 17 Oct 2026: see the “Board audit” section below; where it conflicts with older board statements on this page, it wins.
openJev-verdict-2.0 is an independent ~150M ModernBERT-base decision model for typed Choice / Score / Noul (→ catalog boolean) in non-autoregressive passes — not TypeSafe.
Weights: heman10x/openJev-verdict-2.0; repo: github.com/Heman10x-NGU/openJev-verdict-2.0; dashboard: heman10x-ngu.github.io/openJev-verdict-2.0.
Limits (read before you ship)
- Every headline comparison vs Jev / Laya (accuracy, Brier, ECE, flip rate, “SOTA”) is author-reported → heavy UnverifiedClaim. ModelSystem.One has not audited the suite, splits, or Jev baseline protocol.
- Soft-label / dual-head story may not match your production correctness definition — fit gates on your labels.
- Marketing tone in the README is strong; use the card for orientation, not as a procurement scorecard.
Why it is in the catalog
Open encoder-scale System One–shaped I/O with a public playground, sitting in the same open cluster as Laya — with stricter claim hygiene than the README.
Board audit (17 Oct 2026)
publicado (OK do Fabricio 17/10 BRT). Checked against the official boards on 17 Oct 2026: Decision Index 0.3.2 (data of 16 Oct, 19:00 UTC), JevBench and ImageJevBench live. The boards are separate sources and are never averaged. Older board statements and rankings further down this page are superseded where they conflict with this section.
| Board | Row | Result |
|---|---|---|
| Decision Index 0.3.2 (16 Oct 19:00 UTC) | Verdict | Full 0 (#171, tie group 52); public 1.86 (#171); same-skills 2.41; new-domains 1.21 |
| JevBench open weights (live 17 Oct) | openJev Verdict 1.4 | Capability 40.4; Intelligence 5.0; calibration 75.7; p50 0.293 s; $0.0028/1k |
| JevBench open weights (live 17 Oct) | openJev Verdict | Capability 26.6; Intelligence 4.1; calibration 49.1; p50 0.269 s; $0.0028/1k |
Score update (audit, 17 Oct 2026). Capability 6.9 → 5.5, first full working (the earlier score had no stored breakdown) = types 10 × 0.30 + calibration 3 × 0.25 + latency 6 × 0.25 + accuracy 1 × 0.20 = 5.45 → 5.5. Types from decisionTypes; calibration from the JevBench axis 49.1 (≥90 → 7, 85–89.9 → 6, 75–84.9 → 5, 60–74.9 → 4, below 60 → 3; no author ECE counted); latency from the board’s self-hosted p50 0.269 s without p99 (≤0.25 s → 7, ≤0.5 s → 6, ≤1 s → 5, above → 3); accuracy JevBench Intelligence 4.1 ÷ 63.6 × 8 = 0.5, half-up. Maturity and adoption unchanged.
