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 benchmark harness measuring whether SQL ORDER BY over Jev probabilities yields a defensible order, for developers building semantic sort on Jev. It reports pairwise inversion, Score ordinality, calibration, wording invariants and sort-key ties against pre-registered gates.
How it uses Jev
Jev supplies the probabilities that are sorted: jev_bool, jev_choice and jev_score are called on 360 labeled rows and on Amazon ESCI query-product pairs, and the returned values are measured for inversion, ordinality, calibration and ties rather than used to make a product decision.
Primitives:choicescorenoul
Technique worth stealing
Pre-register gate thresholds, then add a paraphrase control so a negation result cannot be overclaimed as negation-specific.
Try it
python3 harness/run_calibration.py with a key; --analyze-only recomputes from cache.
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 material0.81
- Shows a System One patternnot found in the excerpt0.26
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersFound in material0.94
- Is a runnable toolnot found in the excerpt0.09
- Top-10 learning shortlist signalnot found in the excerpt0.29
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale1.09 / 2
- About JevFound in material0.99
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.