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JevMade field notes / Batch tutorial

Classify and Tag Text at Scale with Jev

Combines one exclusive Choice category with independent Noul tags, runs a bounded-concurrency batch, selects tag thresholds on labeled tweets, and calculates cost from returned usage.

Original by OpenRouterClassificationOpenRouter cookbookSource reviewed

Before you dive in

What you’ll find in the original

  1. Use Choice for one category and Nouls when several tags can apply.
  2. Choose thresholds on a separate human-labeled sample.
  3. Bound concurrency and record usage so cost per thousand items reflects real requests.
Worth knowing

Its TweetTopic calibration and batch are a worked example, not proof that the same thresholds transfer to your data.