B1. Score Kev-4B before training

This walkthrough is still being written.

   
Where Yens, 1 GPU
What you do Score Kev-4B before training on 1,000 test filings.
Data 1,000 test filings (2022 to 2026) with Jev’s labels, to score against
Model Kev-4B as released

Page last modified: Oct 27, 2026.

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