CalibratedDecisions.

Repo · Benchmarks & research

OpenJev-Vision

Open research toolkit that encodes an image once and answers multiple typed choice, noul, and score questions from a shared distribution, plus a…

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From the repository

Open visual probability research: encode an image once, answer multiple structured questions. Public data, trained weights, reproducible baselines and failure cases.

How builders describe it

Open research toolkit that encodes an image once and answers multiple typed choice, noul, and score questions from a shared distribution, plus a local 0.6B text-decision model.

The decision Jev makes

Benchmark questions with known answers, to check accuracy and confidence.

Where it fits

Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →

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