Researchers have developed Compass, an LLM agent framework designed to extract marine lead data from scientific papers. This expert-guided approach overcomes the limitations of general LLMs by incorporating domain-specific knowledge through a co-designed Knowledge Tree. Compass successfully extracted over 3,700 new data points from more than 230,000 papers, creating the largest integrated marine lead database to date. The system achieved 92% accuracy, validated by expert manual review, and has been made accessible via an interactive visualization platform. AI
IMPACT Enables scalable scientific data discovery in geosciences by overcoming LLM limitations in domain-specific extraction.
RANK_REASON The cluster describes a research paper detailing a novel LLM agent framework for scientific data extraction. [lever_c_demoted from research: ic=1 ai=1.0]
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