I1. Fine-tune and profile Kev-4B

This walkthrough is still being written.

   
Where Yens, 1 GPU
What you do Fine-tune Kev-4B and measure time per step.
Data train.jsonl, 54,426 filings (2004 to 2018) with Jev’s soft labels
Model Kev-4B, merged to full weights

Page last modified: Oct 27, 2026.

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