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LLM Agent Extracts Marine Lead Data from Scientific Papers

By PulseAugur Editorial · [1 sources] ·

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]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

LLM Agent Extracts Marine Lead Data from Scientific Papers

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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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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Yiming Liu, Bin Lu, Meng Jin, Ziyuan Sang, Shuo Jiang, Lei Zhou, Xinbing Wang, Chenghu Zhou, Jing Zhang ·

    Compass: Navigating Global Marine Lead Data Integration through Expert-Guided LLM Agent

    arXiv:2605.29966v1 Announce Type: new Abstract: Marine lead (Pb) and its isotopes are critical tracers for ocean circulation and anthropogenic pollution, yet in-situ observations remain costly and sparse. While vast historical records exist, they lie buried within the unstructure…

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