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Adds a tutorial verifying the new V4 Fuzzy Logic system using Gemma 3 (4B). This notebook demonstrates:

  • How V4's 'Sensitivity Upgrade' (fuzzy matching) enables fair grading of reasoning traces.
  • Achieving 30% Safe Response Rate with a base 4B model (vs 0% on V3).
  • The shift from strict JSON parsing to robust XML-based Process Supervision.

Adds a tutorial verifying the new V4 Fuzzy Logic system using Gemma 3 (4B).
This notebook demonstrates:
- How V4's 'Sensitivity Upgrade' (fuzzy matching) enables fair grading of reasoning traces.
- Achieving 30% Safe Response Rate with a base 4B model (vs 0% on V3).
- The shift from strict JSON parsing to robust XML-based Process Supervision.
@meta-cla meta-cla bot added the CLA Signed This label is managed by the Meta Open Source bot. label Dec 17, 2025
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