Awesome Jev

index / denser-org/rerank-bench-jev

rerank-bench-jev

Production reranker benchmark: TypeSafe Jev vs Qwen3-Reranker-0.6B on BEIR SciFact and NFCorpus — nDCG@10, cost/query and p50/p95 latency. Quality is indistinguishable; Jev is ~2x faster, Qwen ~4x cheaper. From the team at denser.ai

Research and EvalsRankingListedPython

Repository

Stars0
LanguagePython
LicenseApache-2.0
Created2026-09-22
Last pushed2026-09-22
Officialno

Judgment

Genuine Jev project0.95
gate 0.5
Uses Jev at runtime0.82
Is a meta list0.03
Is a reimplementation0.05

Quality scales

Substance1.98 / 3
gate 0.5
Docs2.43 / 3
Novelty2.83 / 3
Composite score0.78

Category distribution

Research and Evals1.00
Applications0.00
Learning0.00
Other0.00
SDKs and Clients0.00
Games and Simulation0.00
Agent and Dev Tooling0.00
Integrations0.00
Assigned categoryResearch and Evals
Category probability1.00
Category confidence1.00
PatternRanking
Pattern confidence1.00

Curation

StatusListed
Reasongate passed
README pickno
Overridenone

Sources

  • search:jev in:name,description,readme created:2026-09-22

Provenance

Modeljev-1.13.0
Question setv2
Judged at2026-09-22 11:45 UTC