A survey on large language model based autonomous agents

L Wang, C Ma, X Feng, Z Zhang, H Yang… - Frontiers of Computer …, 2024‏ - Springer
Autonomous agents have long been a research focus in academic and industry
communities. Previous research often focuses on training agents with limited knowledge …

The rise and potential of large language model based agents: A survey

Z **, W Chen, X Guo, W He, Y Ding, B Hong… - Science China …, 2025‏ - Springer
For a long time, researchers have sought artificial intelligence (AI) that matches or exceeds
human intelligence. AI agents, which are artificial entities capable of sensing the …

[PDF][PDF] Retrieval-augmented generation for large language models: A survey

Y Gao, Y **ong, X Gao, K Jia, J Pan, Y Bi… - arxiv preprint arxiv …, 2023‏ - simg.baai.ac.cn
Large language models (LLMs) demonstrate powerful capabilities, but they still face
challenges in practical applications, such as hallucinations, slow knowledge updates, and …

A comprehensive overview of large language models

H Naveed, AU Khan, S Qiu, M Saqib, S Anwar… - arxiv preprint arxiv …, 2023‏ - arxiv.org
Large Language Models (LLMs) have recently demonstrated remarkable capabilities in
natural language processing tasks and beyond. This success of LLMs has led to a large …

Personal llm agents: Insights and survey about the capability, efficiency and security

Y Li, H Wen, W Wang, X Li, Y Yuan, G Liu, J Liu… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Since the advent of personal computing devices, intelligent personal assistants (IPAs) have
been one of the key technologies that researchers and engineers have focused on, aiming …

A survey on the memory mechanism of large language model based agents

Z Zhang, X Bo, C Ma, R Li, X Chen, Q Dai, J Zhu… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Large language model (LLM) based agents have recently attracted much attention from the
research and industry communities. Compared with original LLMs, LLM-based agents are …

From persona to personalization: A survey on role-playing language agents

J Chen, X Wang, R Xu, S Yuan, Y Zhang, W Shi… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Recent advancements in large language models (LLMs) have significantly boosted the rise
of Role-Playing Language Agents (RPLAs), ie, specialized AI systems designed to simulate …

Knowledgpt: Enhancing large language models with retrieval and storage access on knowledge bases

X Wang, Q Yang, Y Qiu, J Liang, Q He, Z Gu… - arxiv preprint arxiv …, 2023‏ - arxiv.org
Large language models (LLMs) have demonstrated impressive impact in the field of natural
language processing, but they still struggle with several issues regarding, such as …

Advancing transformer architecture in long-context large language models: A comprehensive survey

Y Huang, J Xu, J Lai, Z Jiang, T Chen, Z Li… - arxiv preprint arxiv …, 2023‏ - arxiv.org
Transformer-based Large Language Models (LLMs) have been applied in diverse areas
such as knowledge bases, human interfaces, and dynamic agents, and marking a stride …

When large language models meet vector databases: A survey

Z **g, Y Su, Y Han, B Yuan, H Xu, C Liu… - arxiv preprint arxiv …, 2024‏ - arxiv.org
This survey explores the synergistic potential of Large Language Models (LLMs) and Vector
Databases (VecDBs), a burgeoning but rapidly evolving research area. With the proliferation …