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Zhongwei Li
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# Pattern-Based Functions (2025.23)
Source: `help-portal-9af108a1175845b2be00d49c92bd81ad.md`.
## Overview
Pattern-based functions leverage ML to recognize text patterns and return structured outputs.
## Usage examples
- Detect email, URL, phone patterns in text fields.
- Validate or extract pattern matches for downstream logic.
## Notes
- Use for user input validation and transformation.
- Combine with error messaging when patterns are not matched.