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Enhancing ai-assisted group decision making through llm-powered devil’s advocate

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cs.CL 1

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2025 1

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CONDITIONAL 1

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Multiple Abstraction Level Retrieve Augment Generation

cs.CL · 2025-01-28 · conditional · novelty 4.0

MAL-RAG retrieves document, section, paragraph, and multi-sentence chunks together and claims a 25.7% improvement in AI-judged answer correctness on glycoscience questions over single-level RAG.

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  • Multiple Abstraction Level Retrieve Augment Generation cs.CL · 2025-01-28 · conditional · none · ref 10

    MAL-RAG retrieves document, section, paragraph, and multi-sentence chunks together and claims a 25.7% improvement in AI-judged answer correctness on glycoscience questions over single-level RAG.