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UNH @ Rag4Reports: A Broad Exploration of LLM-Judges for RAG

Year: 2026
Type: conference-paper
Abstract: We submitted a breadth of LLM-as-a-Judge approaches to Rag4Reports Task A; our top method ranked first among all submitted systems.We find that citation faithfulness is the most essential signal, and that content is best verified by checking whether cited documents cover nuggets generated from the LLM's internal knowledge.
Language: English
Open Access status: gold
OpenAlex ID: W7166809268
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