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9 changes: 8 additions & 1 deletion PUBLIC_ROADMAP.md
Original file line number Diff line number Diff line change
Expand Up @@ -64,7 +64,14 @@ justify them.
asks whether positive exemplars, hard negatives, similarity, and class margins
can selectively handle regions that regex misses. It starts benchmark-local and
compares against regex, TF-IDF, embedding-classifier, and fallback baselines
before proposing a public API.
before proposing a public API. A first benchmark-local result is recorded on
the issue; the full 77-class run is the gate before any core implementation.

Building on it,
[span confirmation](https://github.com/KRLabsOrg/rulechef/issues/47)
explores extraction: regex rules propose candidate spans with exact offsets,
and contextual span exemplars confirm or reject each candidate — aimed at the
semantic entity classes where surface patterns alone fall short.

### spaCy

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