Comparison of Automation Solution Benefits
The tool offers significant benefits compared to traditional manual labeling:
1. Efficiency gains
- Speed: generating 100 QA pairs takes only 5-10 minutes
- Cost: Reduced labeling costs over 90%
2. Knowledge coverage
Utilizing LLM's:
- Cross-disciplinary understanding
- Accuracy of terminology
- Multi-perspective question generation
3. Coherence guarantees
- Harmonized question styles
- Standardized answer format
- Automatic coherence check
Note: Manual review is recommended for highly specialized content, and the tool is better suited as a first draft generation and batch processing solution.
This answer comes from the articleEasy Dataset: an easy tool for creating fine-tuned datasets for large modelsThe
May not be reproduced without permission:AI productivity tools " What are the advantages of using Easy Dataset over manual annotation?
