LLM-Assisted Annotation

• LLM-assisted annotation - (human-in-the-loop)
• LLM and a human annotator agreement
• Prompt design and output validation
• Bias, hallucination, and consistency control
• When NOT to use LLMs
• Cost vs quality comparison (LLM vs human)