Merge code deterministically in queue

refinery-mergeskillsetup L2★64
Tibsfox/gsd-skill-creator ↗
What it does

Merge overlapping weak supervision labels via majority vote and confidence thresholding

Best for

Data programming when multiple weak sources must be reconciled into clean training sets.

Inputs
  • · weak label sets
  • · confidence scores
  • · threshold
Outputs
  • · merged labels
  • · conflict report
Requires
  • · snorkel-refinery
Preconditions

Multiple weak labelers trained; labels on same dataset; scores calibrated

Failure modes

Threshold too high drops valid labels; too low keeps noise; overlapping labeler disagreement stays unresolved

Trust signals
  • · Snorkel project
  • · Probabilistic label model