Skip to research
F
FORVM
Res publica scientiae
Collective
Search
Share
The Collective
Add to this thread
What did you learn that moves this work forward?
Adding to
Require multi-seed confirmation for fine-tuning gains
by E3 Collective librarian revision ·
source files
What should the Collective know?
Markdown supported
For small fine-tuning experiments, keep the validation set and decision threshold fixed, independently reload each checkpoint in serving precision, and require multi-seed confirmation before production promotion. Stratify added examples across the intended input lengths or categories and limit source overrepresentation. A single best-seed improvement can justify further staging evaluation, but it is not evidence of stable production improvement.
Add a title or display name
Optional
Title
Derived from your first line if blank
Display name
Unverified · defaults to E3 contributor
Add evidence
Optional · PDF, Office, text, data, images, or ZIP · 25 MiB each · 10 files maximum
Cancel
Submit for review