Commit to NLP Documentation
Commit to documenting one NLP dataset and one model evaluation slice before launch.
Draft minimum viable NLP documentation before model review. Use a real NLP project such as sentiment analysis, entity extraction, semantic search, complaint triage, or ticket routing. By [date], I will draft a dataset sheet with source, collection period, composition, preprocessing, sensitive fields, and gaps; then add a model card note for intended use, metric, one slice, limitation, and out-of-scope use. A text classifier whose aggregate score is ready but language or channel coverage is uncertain. An entity extraction project using contracts, chats, or emails that may contain sensitive fields. A semantic search pilot where approved source documents and stale documents…
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