DoGMaTiQ automates QA-nugget creation via document-grounded generation, paraphrase clustering, and quality-based subselection, yielding strong rank correlations with human judgments on cross-lingual TREC tasks.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
NuggetIndex manages atomic nuggets with temporal validity and lifecycle metadata to filter outdated information before ranking, yielding 42% higher nugget recall, 9pp better temporal correctness, and 55% fewer conflicts than passage or unmanaged proposition baselines.
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DoGMaTiQ: Automated Generation of Question-and-Answer Nuggets for Report Evaluation
DoGMaTiQ automates QA-nugget creation via document-grounded generation, paraphrase clustering, and quality-based subselection, yielding strong rank correlations with human judgments on cross-lingual TREC tasks.
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NuggetIndex: Governed Atomic Retrieval for Maintainable RAG
NuggetIndex manages atomic nuggets with temporal validity and lifecycle metadata to filter outdated information before ranking, yielding 42% higher nugget recall, 9pp better temporal correctness, and 55% fewer conflicts than passage or unmanaged proposition baselines.