JevBench v1.5.4 · individual system

Laya multilingual

system-one-open · by Convai Innovations · Code and weights marked open

Base model: mmBERT-basesource

v1.5 roster addendum A4

apache-2.0, not gated

JevBench v1.5.4 score

0.019

Option A: rank #86 of 106 ranked systems.

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

Published JevBench option scores and ranks
OptionScoreRank
A · headline0.019#86 of 106
B0.012#86 of 106
C0.013#86 of 106

Published axes

intelligence
2.4
calibration
43.6
speed
73.7
cost
82.2

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
$0.0039 per 1,000 decisions · estimate · ESTIMATE: documented hosted-model estimate; no exact base-model floor applies. $0.01/M input, $0/M output; same-class hosted-encoder estimate; no exact-base market floor.
Median latency
1.036 seconds, adjusted · x2 + 0.15 s (assumption, not measured)
Endpoint condition
evaluator-owned CPU, Sandy (AMD Ryzen 5 3600), 4 of 12 threads, nice -n 5, shared host, offline (HF_HUB_OFFLINE=1)
Published source
https://huggingface.co/convaiinnovations/laya/tree/1c5edc17a7acd8701df6fc341c0d179f1c62c982/multilingual
Model and serving disclosure

convaiinnovations/laya @ 1c5edc17a7acd8701df6fc341c0d179f1c62c982, multilingual/; mmBERT-base 322M, max_len 1024. Distinct from the published English root checkpoint. Fresh run from item 1 on 29 Sep; interrupted earlier runs were not stitched. In-process, offline, shared AMD Ryzen 5 3600 CPU, four threads. Measured latency includes shared-host conditions; it is not a controlled GPU comparison. The release owner independently adopted mmBERT as unlisted in the frozen pricing snapshots; the labelled same-class encoder estimate has zero cost delta against BAAI/bge-m3.

Values come from the public v1.5.4 aggregate. Scores and ranks may change in a later release.

Read the full leaderboard, the v1.5.4 release page, and the published method.