brainstorming
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
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output_label_mapping
output_label_mappingConvert frozen source-model logits or predictions to target classes with AutoVP label mapping strategies.
Independent GitHub snapshot · Automated classification · Original documentation governs
Skill documentation
GitHubname: output_label_mapping description: Convert frozen source-model logits or predictions to target classes with AutoVP label mapping strategies.
Output Label Mapping
Use this skill for AutoVP FreqMap, IterMap-style refreshes, SemanticMap planning, or FullyMap linear logit mapping.
Inputs
Source predictions/logits, target labels, mapping multiplicity, optional class embeddings, and optional linear weights.
Outputs
Target-to-source mappings, target predictions, or mapped target logits.
Workflow
For FreqMap, count source predictions per target and choose deterministic top source labels. For IterMap, recompute FreqMap after prompt updates. For FullyMap, compute W L_s + b. Keep tie-breaking reproducible.
Validation
Run included deterministic tests.