AIBullisharXiv – CS AI · 14h ago7/10
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Compass: Navigating Global Marine Lead Data Integration through Expert-Guided LLM Agent
Researchers introduced Compass, an LLM agent framework that extracts marine lead data from 230,000+ academic papers without fine-tuning, successfully creating the largest integrated marine lead database with 3,751 previously uncatalogued records and 92% accuracy. The expert-guided approach demonstrates how domain-specific knowledge can overcome LLM hallucinations in high-stakes scientific applications.