AI Training Data Generation

Overview

A comprehensive skill for automatically generating high-quality training datasets from documents, text corpora, and structured content. Optimized for low-resource languages, dictionary content, and domain-specific knowledge extraction.

Key Sources: Dictionary databases, Bible EPUBs (NWT), JW brochures, parallel text corpora

Capabilities

• Multi-strategy Generation: Dictionary pairs, contextual definitions, completion tasks, classification examples
• Quality Filtering: Confidence scoring, duplicate removal, and content validation
• Format Flexibility: Support for multiple AI training formats (JSONL, HuggingFace, Ollama, OpenAI)
• Language Awareness: Multi-language support with special handling for accented characters
• Scalable Processing: Generate thousands of examples from large documents
• Balance Management: Ensure dataset diversity and prevent category imbalance
• EPUB Processing: Extract parallel verses from Bible EPUBs for translation training
• Sentence Alignment: Align parallel sentences from bilingual documents