Automated README summary
Automatically summarized from the README on 20 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
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).
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.13.0- Project signals
jev-1.13.0- Category
jev-1.13.0- Pattern tags
jev-1.13.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectFound in material0.94
- Shows a System One patternFound in material0.70
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersFound in material0.98
- Is a runnable toolnot found in the excerpt0.11
- Top-10 learning shortlist signalunclear0.53
- Is a replica of the modelnot found in the excerpt0.06
- Solves a common problem (0–2)score on a 0–2 scale1.10 / 2
- About JevFound in material0.98
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 20 Sept 2026.