Automated README summary
Automatically summarized from the README on 30 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A preregistered study testing whether TypeSafe AI's Jev lowers confidence on items where humans disagree. It uses ChaosNLI, comparing calibration on low- and high-disagreement items, and publishes aggregate results.
How it uses Jev
Jev answers Choice and Noul questions on ChaosNLI items. Choice probabilities are scored against the share of 100 annotators who chose the model's top label. Noul probabilities are normalised and scored similarly. Results are used to compute ECE and ΔECE between easy and hard strata.
Primitives:choicenoul
Technique worth stealing
Bias-corrected ECE via consistency resampling with Beta-Binomial annotator sampling.
Try it
make install; make reproduce; make check-repro
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 material0.88
- Shows a System One patternnot found in the excerpt0.12
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersFound in material0.65
- Is a runnable toolnot found in the excerpt0.05
- Top-10 learning shortlist signalnot found in the excerpt0.19
- Is a replica of the modelnot found in the excerpt0.06
- Solves a common problem (0–2)score on a 0–2 scale1.19 / 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 30 Sept 2026.