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SCOREAI infra

nanojev

nanojev allows local experimentation with JEV principles by reading logits from a prefill, debiasing with rotation, and calibrating with a scalar, all without decode steps.

TakeRead the label-token logits from a single prefill, debias by rotation, calibrate with one scalar, without decode steps.

nanojev: play around with jev principles locally on your laptop. Read the label-token logits from a single prefill, debias by rotation, calibrate with one scalar, without decode steps. Built with two off-the-shelf frozen models, plus a calibration layer that makes their probabilities honest. Speed: 58ms on a laptop. MIT + runs offline 👇 github.com/VishiATChoudhary/nanojev