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
jev-benchmarks is a reproducible evaluation harness for typed decision models. It measures calibration, selective automation at a fixed error budget, latency, and integrity, and ships a pilot comparing TypeSafe Jev with GLiNER2.5 on zero-shot single-label text classification.
How it uses Jev
Jev is run as a hosted backend through a Choice adapter that returns per-label probabilities for each example. The pipeline validates probability vectors, records resolved model identity, and feeds the predictions into discrimination, calibration, and risk/latency reports. The README does not describe the adapter's internal prompt or state construction.
Primitives:choice
Technique worth stealing
Paired target-stratified bootstrap intervals over pinned revisions, with a uniform negative control and append-only prediction logs.
Try it
uv sync --extra benchmark --dev; uv run jev-bench prepare --config configs/pilot-v1.yaml; then run each backend and report.
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 projectnot found in the excerpt0.25
- Shows a System One patternnot found in the excerpt0.28
- Describes handling uncertaintynot found in the excerpt0.09
- Reports measured numbersnot found in the excerpt0.10
- Is a runnable toolnot found in the excerpt0.13
- Top-10 learning shortlist signalnot found in the excerpt0.26
- Is a replica of the modelnot found in the excerpt0.08
- Solves a common problem (0–2)score on a 0–2 scale1.50 / 2
- About JevFound in material0.97
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.