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jev-eval

Clementtang/jev-eval · Homepage

Audit of Jev and generative models on Taiwan sovereignty across three languages.

Evaluation & Benchmarking0.97Runner-up: Calibration & ResearchFlight recorder
Automated README summary

Automatically summarized from the README on 13 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

An audit comparing TypeSafe Jev and five generative models on Taiwan's sovereignty using claims, forced-choice stance questions, and labeling tasks in Traditional Chinese, Simplified Chinese, and English.

How it uses Jev

Jev is evaluated as a structured decision model on 957 items, answering yes/no claims, forced-choice stance questions, and labeling tasks. Its outputs are compared to generative models via status indices and label choices.

Primitives:choicescore

Technique worth stealing

Using multiple instruments (claims, choices, labels) reveals that model rankings depend on the evaluation method.

Try it

npm install && node scripts/stats.mjs

View on GitHub

Start using Jev: API key and your first request →

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 projectunclear0.56
  • Shows a System One patternnot found in the excerpt0.10
  • Describes handling uncertaintynot found in the excerpt0.07
  • Reports measured numbersnot found in the excerpt0.12
  • Is a runnable toolnot found in the excerpt0.06
  • Top-10 learning shortlist signalnot found in the excerpt0.25
  • Is a replica of the modelnot found in the excerpt0.07
  • Solves a common problem (0–2)score on a 0–2 scale1.30 / 2
  • About JevFound in material0.98
Signals
Jev is core to the project0.56Shows a System One pattern0.10Describes handling uncertainty0.07Reports measured numbers0.12Is a runnable tool0.06Top-10 learning shortlist signal0.25Is a replica of the model0.0700.51Solves a common problem (0–2)1.30 / 2012

no-judgment band (0.40–0.60)

Design patterns
Flight recorder0.91Check-up0.3300.51

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 13 Oct 2026.