Quality assurance mechanism
Easy Dataset ensures the quality of generated content through a threefold mechanism:
1. Intelligent segmented pre-processing
- Based on semantics rather than simple line breaks
- Supports manual adjustment of paragraph boundaries
2. Issue generation control
Take advantage of LLM's zero-shot capability:
- Automatic extraction of paragraph core concepts
- Generate open/closed question sets
- Provide batch editing function
3. Answer optimization strategies
- Configurable system prompts (e.g. 'answer in academic style')
- Supports multiple rounds of answer embellishment
- Built-in de-duplication and consistency check
Users are advised to use the 'Optimize' function for final calibration after generation and to keep the 10-20% sample for manual review.
This answer comes from the articleEasy Dataset: an easy tool for creating fine-tuned datasets for large modelsThe
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