HERMES: a multi-agent framework for structured knowledge extraction from ultra-long documents in geoscience
Authoritative scientific knowledge in geoscience remains largely trapped in legacy monographs and historical literature, where unstructured text and complex layouts hinder computational access. We introduce HERMES, a scalable multi-agent framework that extracts structured data from ultra-long scientific documents. Using a coordinating large language model, HERMES integrates domain constraints, validation rules and evidence tracing within a unified document-level extraction process that incorporates parsed text, tables, figures and captions. Applied to the 55-volume Treatise on Invertebrate Pal
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- FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “HERMES: a multi-agent framework for structured knowledge ext” ≈ “AgentCore-8B””
- PossiblePossibly related (embedding) · 54%Towards principled knowledge editing methods for large language model reasoning →
- FuzzySimilar title/name (fuzzy) · 87%NousResearch/hermes-agent →
“Fuzzy title match (0.94): “HERMES: a multi-agent framework for structured knowledge ext” ≈ “NousResearch/hermes-agent””
- FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent →
“Fuzzy title match (0.94): “HERMES: a multi-agent framework for structured knowledge ext” ≈ “SWE-agent/SWE-agent””
- FuzzySimilar title/name (fuzzy) · 87%OpenBMB/UltraRAG →
“Fuzzy title match (0.94): “HERMES: a multi-agent framework for structured knowledge ext” ≈ “OpenBMB/UltraRAG””
- FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent →
“Fuzzy title match (0.94): “HERMES: a multi-agent framework for structured knowledge ext” ≈ “zhayujie/CowAgent””
- FuzzySimilar title/name (fuzzy) · 66%open-multi-agent/open-multi-agent →
“Fuzzy title match (0.78): “HERMES: a multi-agent framework for structured knowledge ext” ≈ “open-multi-agent/open-multi-agent””
- LinkedLinked via arxiv author · 85%Ziqi Song →
“HERMES: a multi-agent framework for structured knowledge extraction from ultra-long documents in geoscience”