How integrate zero-shot capabilities into production?
Zero-shot saves weeks of labeling work.
How It Works:
Use prompt templates or label descriptions at runtime, route inputs through the model?s classification API, and fall back to human review for low-confidence cases.
Key Benefits:
- Immediate support for new classes
- Reduced labeling and maintenance costs
- Flexible system evolution
Real-World Use Cases:
- Moderation systems adding new policy categories
- E-commerce bots recognizing new product lines
FAQs
How set confidence thresholds?
Can zero-shot mix with few-shot?
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