Instructional Prompting Reduces LLM Hallucinations in Web Extraction by 50%

Adding 'Do not guess' to system prompts reduced hallucinated fields in web extraction tasks from 70.7% to 20.2%. The study utilized twin-page testing across 42 pairs of web pages to verify when extractors return null values for missing data.