AIBullisharXiv โ CS AI ยท 14h ago6/10
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An Iterative Utility Judgment Framework Inspired by Philosophical Relevance via LLMs
Researchers propose ITEM, an iterative utility judgment framework that enhances retrieval-augmented generation (RAG) systems by aligning with philosophical principles of relevance. The framework improves how large language models prioritize and process information from retrieval results, demonstrating measurable improvements across multiple benchmarks in ranking, utility assessment, and answer generation.