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#natural language process... Preprint Sep 2026

Grounding Memory Summarization in Utility Intent

Existing summarizers for memory systems are typically optimized for human-facing criteria such as faithfulness, which misaligns with their true objective: preserving the evidence needed to support future queries. We show that conditioning summarization on query-answer pairs substantially improves answer quality, and th...

Zhen-Yu Lei, Ming-Jia Shi, Xing-Bo Fu et al. · 0 citations

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