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jev-cite-check

simonsez9510/jev-cite-check

Jev gate checks whether AI answers are grounded in cited ordinance articles.

Verification & Guardrails78%Runner-up: Evaluation & BenchmarkingIndependent cross-check

What it is

A reproducibility package for an experiment that asks Jev (TypeSafe AI System One) to judge whether an AI-generated sentence about a local ordinance is actually grounded in the article it cites. For researchers testing a separate scoring gate on generated answers.

How it uses Jev

For each of 120 (article, answer) pairs, run.mjs asks Jev a Choice{지지/모순/무관} plus a Boolean{does the answer hold on the cited article alone}. The Boolean probability is read as 'grounded'; results are aggregated per pair and printed.

Primitives:choicescore

Technique worth stealing

Treat Jev's Boolean probability as a gate: below 0.5 routed to human review, above passed.

Try it

npm install, set AI_GATEWAY_API_KEY, then node --env-file=.env run.mjs (or run.mjs dataset100.json result100.json).

View on GitHub

judged by Jevjev-1.13.0

Evidence

Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.

  • Jev-centricyes0.94
  • Shows a System One patternyes0.70
  • Handles uncertaintyno0.05
  • Measuredyes0.98
  • Runnableno0.11
  • Worth recommendingunclear0.53
  • Model replicano0.06
  • Problem scopescore on a 0–2 scale1.10
  • About Jevyes0.98

Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 20 Sept 2026.