JevBench v1.5.5 · individual system

Clef-Flash (Cloudflare, Qwen3.5-9B post-train with a joint schema head, multimodal, measured on text)

Jev-compatible decision model · by Cloudflare · Openness: open weights

Base model: undisclosed

v1.5 roster addendum A6

apache-2.0

JevBench v1.5.5 score

55.112

Option A: rank #25 of 109 ranked systems.

The three option scores and ranks are published independently; the headline is Option A.

Published JevBench option scores and ranks
OptionScoreRank
A · headline55.112#25 of 109
B53.145#25 of 109
C43.135#27 of 109

Published axes

intelligence
53.1
calibration
87.6
speed
83.6
cost
46.8

Bands use the published 0–100 axis values; the marked reference is Jev 1.13.0 when that axis is available.

Run and cost evidence

Run status
complete · 1,624 decisions · 0 missing
Cost
$0.059 per 1,000 decisions · estimate · price floor: base-model reference price applied; self-hosted estimate, not measured hosted billing
Median latency
0.550 seconds, adjusted · x2 + 0.15 s (assumption, not measured)
Endpoint condition
evaluator-owned Lium GPU pod (H100 80GB), offline (HF_HUB_OFFLINE/TRANSFORMERS_OFFLINE), credential-free, server bound to 127.0.0.1, harness on the same pod over loopback HTTP; Lium pod 08a1ff4a-248a-4ff2-948e-ea558f99e808 (huid cosmic-hawk-4f, node calm-fox-65), 1x NVIDIA H100 80GB HBM3, United States, USD 1.30/h
Published source
https://huggingface.co/Cloudflare/clef-flash
Model and serving disclosure

Qwen/Qwen3.5-9B

Values come from the public v1.5.5 aggregate. Scores and ranks may change in a later release.

Read the full leaderboard, the v1.5.5 release page, and the published method.