index / sorgina13/Fast-lookups-for-LLMs
Fast-lookups-for-LLMs
Encoder-only classifier heads vs LLM decoding for closed-set lookups. A Jev-style System One interface in three architectures — local BERT is 830x faster than an LLM at identical accuracy.
Research and EvalsRoutingListedPython
Repository
Stars0
LanguagePython
License—
Created2026-10-01
Last pushed2026-10-01
Officialno
Judgment
Genuine Jev project0.88
gate 0.5
Uses Jev at runtime0.68
Is a meta list0.04
Is a reimplementation0.63
Quality scales
Substance1.54 / 3
gate 0.5
Docs2.87 / 3
Novelty2.68 / 3
Composite score0.74
Category distribution
Research and Evals1.00
SDKs and Clients0.00
Games and Simulation0.00
Agent and Dev Tooling0.00
Integrations0.00
Applications0.00
Learning0.00
Other0.00
Assigned categoryResearch and Evals
Category probability1.00
Category confidence1.00
PatternRouting
Pattern confidence0.93
Curation
StatusListed
Reasongate passed
README pickno
Overridenone
Sources
- search:jev in:name,description,readme created:2026-10-01
Provenance
Modeljev-1.13.0
Question setv2
Judged at2026-10-02 11:53 UTC