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flood-control
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建設の技術基準に関する質問の専門性粒度（細かい/粗い）を96%正確に自動判定し、最適なRAGシステム（ColBERT/Naive）を選択する実用的なAgentic RAGシステムのMVPです。2025年11月に公開された河川砂防ダムの技術基準を対象に４つのRAGシステムを構築し、専門性の粒度が異なる200問の質問に対して、精度と速度を比較した。
erosion-control document-retrieval rag river-engineering colbert dam-engineering flood-control technical-standards retrieval-augmented-generation agentic-rag agentic-ai infrastructure-resilience rag-benchmarks query-granularity rag-selection hadr-ai domain-specific-rag civil-engineering-ai granularity-classification construction-standards
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Nov 11, 2025 - Python
Gemma3 RAG benchmark system for Japanese river/dam/erosion control technical standards.
information-retrieval erosion-control document-retrieval rag river-engineering dam-engineering flood-control technical-standards retrieval-augmented-generation knowledge-retrieval infrastructure-resilience rag-benchmarks gemma3 llm-benchmark hadr-ai domain-specific-rag civil-engineering-ai
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Updated
Nov 19, 2025 - Python
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