Flora D. Salim
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126
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Info Retrieval×1AI×1NLP×1ML×1
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2026
Knowledge Graph Enhanced Memory-Augmented Retrieval for Long Context Modeling
This paper introduces KGERMAR, a framework that constructs dynamic, context-specific knowledge graphs during inference for long-context language modeling, achieving lower perplexity and better memory efficiency than memory-augmented baselines.
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cs.IRcs.AIcs.CLEmpiricalRecentJun 12, 2026
Knowledge Graph Enhanced Memory-Augmented Retrieval for Long Context Modeling
Ghadir Alselwi, Basem Suleiman, Hao Xue, Shoaib Jameel +3 more
This paper introduces KGERMAR, a framework that constructs dynamic, context-specific knowledge graphs during inference for long-context language modeling, achieving lower perplexity and better memory…
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