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