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SGMEM: SENTENCE GRAPH MEMORY FOR LONG-TERM CONVERSATIONAL AGENTS

Computer Science

SGMEM: SENTENCE GRAPH MEMORY FOR LONG-TERM CONVERSATIONAL AGENTS

Y. Wu, Y. Zhang, et al.

SGMem (Sentence Graph Memory) represents dialogue as sentence-level graphs within chunked units, combining retrieved raw dialogue with generated memory like summaries, facts, and insights to supply LLMs with coherent, relevant context. Experiments on LongMemEval and LoCoMo show SGMem improves accuracy and outperforms strong baselines. Research conducted by Yaxiong Wu, Yongyue Zhang, Sheng Liang, and Yong Liu.... show more
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