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Improve Large Language Model Systems with User Logs

cs.CL · 2026-02-06 · unverdicted · novelty 5.0

UNO distills user logs into semi-structured rules and preferences, applies query-and-feedback clustering to handle heterogeneity, quantifies cognitive gaps to filter noise, and builds primary and reflective modules that outperform RAG and memory baselines.

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  • Improve Large Language Model Systems with User Logs cs.CL · 2026-02-06 · unverdicted · none · ref 32

    UNO distills user logs into semi-structured rules and preferences, applies query-and-feedback clustering to handle heterogeneity, quantifies cognitive gaps to filter noise, and builds primary and reflective modules that outperform RAG and memory baselines.