Community project / Evaluations and independent research

Jev Judge vs Dimension Scores

Independent measurement on three classification tasks: one direct Jev question per row against 12–14 Jev-scored dimensions with locally fitted weights, 5,477 test rows and 34.1M input tokens for $1.43; decomposition reached 0.9076 against 0.8373 on Japanese NLI but flagged about 25× more hard benign rows as attacks, and four repair attempts failed, on dimensions the author wrote himself.

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