Phase 7 — the restartable generate → annotate → filter → select → report pipeline run on the per-prompt RLXF specialists of all three FcGPT bases (21 profiles × 200 sequences each). Selection keeps the top 25/profile that are valid, novel, on-profile (verifier full-match), ranked by developability. 1380 final candidates.
| metric | paper_reproduction | retraining_v1 | retraining_v2 |
|---|---|---|---|
| generated | 4200 | 4200 | 2100 |
| valid | 4159 | 4047 | 1972 |
| kept | 3807 | 3866 | 1244 |
| selected | 525 | 525 | 330 |
| selected expression | 0.891 | 0.866 | 0.802 |
| in-training removed | 345 | 176 | 120 |