Awesome-Long-Term-Memory-on-RAG-Papers

Awesome-Long-Term-Memory-on-RAG is a collection of state-of-the-art, novel, exciting Long-Term Memory methods based on Retrieval-Augment Generation (RAG). It contains papers, codes, and datasets. Any additional things regarding memory, PRs, issues are welcome and we are glad to add you to the contributor list here. Any problems, please contact yiwen23-c@my.cityu.edu.hk or derongxu@mail.ustc.edu.cn. If you find this repository useful to your research or work, it is really appreciated to star this repository. ✨

Bookmarks

• Survey Papers
• Benchmark
• Unstructured Long Term Memory
• Structural Long Term Memory

Papers

Survey Papers

Time	Title	Venue	Paper
2024.03	A survey on large language model based autonomous agents	FCS	link
2024.04	A Survey on the Memory Mechanism of Large Language Model based Agents	Arxiv	link
2025.01	Human-inspired Perspectives: A Survey on AI Long-term Memory	Arxiv	link
2025.03	From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs	Arxiv	link
2025.04	Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems	Arxiv	link
2025.05	Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions	Arxiv	link

Benchmark

Year	Dataset	Paper	Venue	# Sessions	# Queries	Discription
2022	MSC	Beyond Goldfish Memory: Long-Term Open-Domain Conversation	ACL	5	1k	link
2022	CareCall	Keep Me Updated! Memory Management in Long-term Conversations	EMNLP	5	1k	link
2023	MT-Bench+	MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation	Arxiv			link
2024	PerLTQA	PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering	ACL-SIGHAN	4K	8593	link
2024	LoCoMo	Evaluating Very Long-Term Conversational Memory of LLM Agents	ACL	1k	7512	link
2024	memdaily	MemSim: A Bayesian Simulator for Evaluating Memory of LLM-based Personal Assistant	Arxiv			link
2024	MemoryBank	Memorybank: Enhancing large language models with long-term memory	AAAI			link
2025	CarMem	CarMem: Enhancing Long-Term Memory in LLM Voice Assistants through Category-Bounding	COLING	1k	NA	link
2025	madial-bench	MADial-Bench: Towards Real-world Evaluation of Memory-Augmented Dialogue Generation	NAACL	160	NA	link
2025	Long-MT-Bench+	On Memory Construction and Retrieval for Personalized Conversational Agents	ICLR			link
2025	LongMemEval	LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory	ICLR	50k	500	link
2025	Temporal Memory	Toward Conversational Agents with Context and Time Sensitive Long-term Memory	Arxiv			link
2025	[StoryBench]	StoryBench: A Dynamic Benchmark for Evaluating Long-Term Memory with Multi Turns	Arxiv			link

Unstructured Long Term Memory

Time	Title	Venue	Paper	Code
2022	Keep me updated! memory management in long-term conversations	EMNLP	link	link
2023	MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation	Arxiv	link	link
2023	Recursively Summarizing Enables Long-Term Dialogue Memory in Large Language Models	Neurocomputing	link
2023	Think-in-Memory: Recalling and Post-thinking Enable LLMs with Long-Term Memory	Arxiv	link
2024	Memorybank: Enhancing large language models with long-term memory	AAAI	link	link
2024	Cognitive Personalized Search Integrating Large Language Models with an Efficient Memory Mechanism	WWW	link
2025	Beyond Retrieval: Embracing Compressive Memory in Real-World Long-Term Conversations	Coling	link	link
2025	Toward Conversational Agents with Context and Time Sensitive Long-term Memory	Arxiv	link	link
2025	Towards Lifelong Dialogue Agents via Timeline-based Memory Management	NAACL	link	link
2025	SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents	ICLR	link	link

Structural Long Term Memory

Time	Title	Venue	Structure	Paper	Code
2024	Crafting Personalized Agents through Retrieval-Augmented Generation on Editable Memory Graphs	EMNLP	Graph	link
2024	HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models	NeurIPS	Knowledge Graph	link	link
2025	From Isolated Conversations to Hierachical Schemas: Dynamic Tree Memory Representation for LLMs	Arxiv	Tree	link
2025	From RAG to Memory: Non-Parametric Continual Learning for Large Language Models	ICML	Knowledge Graph	link	link

Other Related Awesome Repository

• Survey_Memory_in_AI

Contributors

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