← OSINT Library

IUU+DB: Tracking Illegal, Unreported, and Unregulated Fishing, Seafood Fraud, and Labor Abuse through LLM-driven Information Extraction

ArXiv ·

Executive Summary

This paper introduces IUU+DB, a system using Large Language Models (LLMs) to build a global database of Illegal, Unreported, and Unregulated (IUU) fishing incidents. The system automatically ingests documents, classifies them, and extracts key data like actors, locations, and violations. This structured data helps identify trends, hotspots, and risks in the seafood supply chain, providing actionable intelligence for regulators and researchers.

Why It Matters

This document is crucial for defense and geopolitical analysts as it details an AI-driven system to combat illicit activities like IUU fishing, which are often linked to transnational organized crime, illicit finance, and circumvention of sanctions, directly impacting national security and economic stability.

Key Takeaways

  • IUU+DB leverages LLMs to create a global incident database for illegal fishing, seafood fraud, and labor abuse, addressing a critical data gap.
  • The system extracts key data elements (actors, locations, species, violations) from heterogeneous sources, enabling comprehensive trend analysis.
  • IUU+DB provides actionable insights for regulators, industry risk assessments, and NGOs to combat illicit activities that undermine marine ecosystems, markets, and livelihoods.
  • The broader definition of IUU+ includes associated crimes like labor abuse and sanctions evasion, highlighting its connection to transnational organized crime.

Strategic Relevance

Combating IUU+ activities is strategically important as these crimes are often intertwined with transnational organized crime, illicit financial flows, and the circumvention of international sanctions and trade policies. A system like IUU+DB provides critical intelligence for maritime security, economic stability, and enforcing international law, directly impacting national security interests and geopolitical stability, particularly in contested maritime regions.

Source Website View PDF

Key Entities

IUU+DBIUU fishingLLMVirginia TechNatural Resources Defense CouncilNOAAUS DOJDSPyQwenSerpAPINewsAPICORE API

Best For

Intelligence AnalystsPolicy MakersMaritime Security ProfessionalsEnvironmental Security AnalystsLaw Enforcement

Related Themes

Maritime SecurityTransnational Organized CrimeEconomic WarfareSanctions EnforcementSupply Chain SecurityArtificial Intelligence in Intelligence

Get the week's most relevant defense documents

Subscribe to our free newsletter to receive curated OSINT reports, analysis, and strategic updates directly in your inbox.

Join the briefing Subscribe