Awesome Jev

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JevRanker

Jev decision models as a fast reranker for RAG: one forward pass scores k candidates, zero decoded tokens. Plugged into BlitzRank's tournament graph and Reranker-Guided Search - 22x faster per match than a generative istwise LLM at 2.9x its nDCG@10 (Qwen3-0.6B, T2Ranking).

Research and EvalsRankingListedPython

Repository

Stars6
LanguagePython
LicenseMIT
Created2026-09-22
Last pushed2026-09-29
Officialno

Judgment

Genuine Jev project0.92
gate 0.5
Uses Jev at runtime0.93
Is a meta list0.03
Is a reimplementation0.64

Quality scales

Substance1.94 / 3
gate 0.5
Docs2.63 / 3
Novelty2.33 / 3
Composite score0.77

Category distribution

Research and Evals0.96
Integrations0.03
Applications0.01
SDKs and Clients0.00
Agent and Dev Tooling0.00
Games and Simulation0.00
Learning0.00
Other0.00
Assigned categoryResearch and Evals
Category probability0.96
Category confidence0.95
PatternRanking
Pattern confidence1.00

Curation

StatusListed
Reasongate passed
README pickno
Overridenone

Sources

Provenance

Modeljev-1.13.0
Question setv2
Judged at2026-10-15 10:54 UTC