OpenJev (thinking, BF16)v1.7 · 10 s rule
Data: JevBench v1.8.7, published 2026-11-03 · method v1.7 (10 s rule), re-scored from the recorded per-decision times
Capability 75.8 · Not ranked in the current release
latency 3.1× Jev (v1.5 reference)
Last measured: 2026-10-02 · measurement release: v1.6.0
Apache-2.0
intelligence
70.2
calibration
81.3
speed
72.9
cost
54.9
Composite (secondary)
68.4 · Composite rank #72
Cost and measurement conditions
$0.032 per 1,000 decisions (estimated)
GPU-time estimate from v1.8.0: one monthly-rented RTX PRO 6000 96 GB, EUR 999/month / 730 hours, ECB USD 1.1133/EUR dated 28 Oct 2026, USD 1.5235/hour; average load 70%. Architecture: moe gemma, 4B active parameters; throughput 34662.5 tokens/s (architecture-class calibration, 29 Oct 2026, efficient-engine prefill; capped at 100,000 tokens/s). The row's own scored cost basis: 2,383,393 input + 592,069 output tokens over 1,624 decisions = 1832.18103448 tokens/decision. GPU-time cost USD 0.0319558532794633/1,000; old list-price cost USD 0.241456939655172/1,000; applied min(old list-price cost, GPU-time cost) = USD 0.0319558532794633/1,000. The GPU-time estimate is lower. Estimated, not a bill. Intelligence, Calibration, measured latency and the common cost-item membership are unchanged. Prior prices remain in the archived v1.7 releases.
Measured p50 latency: 0.889 s (on-GPU, no network, loopback; not directly comparable with API latency, which we time end to end from our measuring host, network included)
Ranking and cap use: 1.93 s (est. incl. network (2x + 150 ms))
Self-hosted model: measured p50 0.889 s on-GPU, no network (timed on our GPU over loopback). Not directly comparable with API latency, which we time end to end from our measuring host, network included. The ranking and latency cap use the same estimate for every self-hosted row: 2 × measured + 150 ms = 1.93 s. Model authors can ask us to time a hosted endpoint instead (on request).
x2 + 0.15 s (assumption, not measured)
evaluator-owned Lium GPU pod (H100), offline read-only container
Measured latency over 1,500 decisions: p50 0.889 s · p95 1.251 s
1 decision over 10 s (1 of them answered without error, counted as wrong).
A decision that takes longer than 10 seconds (measured time) counts as a wrong answer and as zero calibration for that item: each type's calibration is multiplied by the share of its decisions answered within 10 s. The limit uses the measured time (raw). The displayed adjusted time for self-hosted rows (2 × + 0.15 s) is an assumption and is not used for the limit.
JevBench v1.6.43 values (method v1.6, before the 10 s rule)
Capability 75.88 · Composite 17.27 · rank #146 on the all-systems board · #110 open weights
intelligence 70.35 · calibration 81.41 · speed 72.55 · cost 28.51
v1.6 speed basis (124 items): p50 0.857 s · p95 1.415 s
These figures are kept for comparison. The current figures above are re-scored under the 10 s rule from the recorded per-decision times and replace them.