Grounding Memory Summarization in Utility Intent
cs.CL
Submitted: 2026-09-27
Updated: 2026-09-27
Code: https://github.com/LzyFischer/MemSuit
Terminology
Sources
- Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
- From Local to Global: A Graph RAG Approach to Query-Focused Summarization
- The Llama 3 Herd of Models
- Distilling the Knowledge in a Neural Network
- Qwen2.5-Coder Technical Report
- A Survey of Long-Document Retrieval in the PLM and LLM Era
- SimpleMem: Efficient Lifelong Memory for LLM Agents
- MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation
- RET-LLM: Towards a General Read-Write Memory for Large Language Models
- Privileged Information Distillation for Language Models
- Learning by Distilling Context
- From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs
- A Survey on Knowledge Distillation of Large Language Models
- Beyond Static Summarization: Proactive Memory Extraction for LLM Agents
- ES-Mem: Event Segmentation-Based Memory for Long-Term Dialogue Agents
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