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JevBench by Benchmark Heaven · v1.4.2.2 · individual system

system-one-open (Gemma 4 E2B LoRA on an L4)

Jev rebuild · by mithalouni · API endpoint saw sealed item text

JevBench v1.4.2.2 score

45.1

Rank #16 of 91 ranked systems.

18.2 points behind Jev 1.13.0's 63.3.

Where it sits among the 91 ranked systems. The marked tick is Jev 1.13.0 (63.3).

Published axes

intelligence
44.2
calibration
54.9
speed
77.0
cost
64.8

Against Jev 1.13.0

Four radars compare this fixed pair across the score axes, accuracy per tier, and accuracy by family on the hard tier and sealed set. Further out is better on every spoke.

The four score axes

Radar: the four score axes, two systemsThe four score axes, system-one-open vs Jev 1.13.0. Intelligence: 44.2 vs 53.1; Calibration: 54.9 vs 76.3; Speed: 77.0 vs 83.3; Cost: 64.8 vs 52.0.50100Intelligence44.2 · 53.1Calibration54.9 · 76.3Speed77.0 · 83.3Cost64.8 · 52.0
0–100, the values in the table. A label-only system has no calibration (counted as 0).

Accuracy per tier, incl. sealed

Radar: accuracy per tier, incl. sealed, two systemsAccuracy per tier, incl. sealed, system-one-open vs Jev 1.13.0. Easy: 100% vs 100%; Standard: 94% vs 99%; Judge: 88% vs 95%; Hard: 49% vs 74%; Sealed: 28% vs 37%.50100Easy100% · 100%Standard94% · 99%Judge88% · 95%Hard49% · 74%Sealed28% · 37%
Share correct per tier; Sealed = the 308 private decisions, aggregate only.

Current question set by family (hard + sealed)

Radar: current question set by family (hard + sealed), two systemsCurrent question set by family (hard + sealed), system-one-open vs Jev 1.13.0. Ambiguous / abstain: 29% vs 43%; Judge: 47% vs 54%; Long policy: 27% vs 44%; Multi-hop: 27% vs 64%; Probability: 33% vs 63%; Temporal / numeric: 24% vs 28%; Trade-off: 39% vs 55%; Routing: 90% vs 100%; Trap / adversarial: 73% vs 83%; Paraphrase: 36% vs 64%; Safety judge: 44% vs 38%.50100Ambiguous /abstain29% · 43%Judge47% · 54%Long policy27% · 44%Multi-hop27% · 64%Probability33% · 63%Temporal /numeric24% · 28%Trade-off39% · 55%Routing90% · 100%Trap /adversarial73% · 83%Paraphrase36% · 64%Safety judge44% · 38%
Share correct per family across the 220 hard-tier decisions (public and held out) and the 308 sealed decisions of v1.4, pooled; Routing is hard-tier only, Paraphrase and Safety judge sealed only.

Sealed set by family

Radar: sealed set by family, two systemsSealed set by family, system-one-open vs Jev 1.13.0. Ambiguous / abstain: 24% vs 30%; Judge: 24% vs 34%; Long policy: 28% vs 28%; Multi-hop: 13% vs 45%; Paraphrase: 36% vs 64%; Probability: 25% vs 50%; Safety judge: 44% vs 38%; Temporal / numeric: 23% vs 29%; Trade-off: 46% vs 38%; Trap / adversarial: 50% vs 42%.50100Ambiguous /abstain24% · 30%Judge24% · 34%Long policy28% · 28%Multi-hop13% · 45%Paraphrase36% · 64%Probability25% · 50%Safety judge44% · 38%Temporal /numeric23% · 29%Trade-off46% · 38%Trap /adversarial50% · 42%
Share correct within each sealed family — system-level aggregates; the items stay private.

Availability and evidence

Openness
Code and weights marked open in the published row
License note
MIT (repository LICENSE; Gemma weights keep Google’s terms)
Cost evidence
estimated; the board’s row disclosure contains the published basis.
Endpoint condition
author's public demo endpoint (Modal, L4) — not a production service
Published source
https://github.com/mithalouni/system-one-open

From the public v1.4.2.2 aggregate. Scores and ranks can change when a new release is published.

Read the full board and published method. The overall score is a composite, not raw accuracy.