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A survey on large language model based autonomous agents
Autonomous agents have long been a research focus in academic and industry
communities. Previous research often focuses on training agents with limited knowledge …
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 …
human intelligence. AI agents, which are artificial entities capable of sensing the …
[PDF][PDF] A survey of large language models
Ever since the Turing Test was proposed in the 1950s, humans have explored the mastering
of language intelligence by machine. Language is essentially a complex, intricate system of …
of language intelligence by machine. Language is essentially a complex, intricate system of …
Reflexion: Language agents with verbal reinforcement learning
N Shinn, F Cassano, A Gopinath… - Advances in …, 2023 - proceedings.neurips.cc
Large language models (LLMs) have been increasingly used to interact with external
environments (eg, games, compilers, APIs) as goal-driven agents. However, it remains …
environments (eg, games, compilers, APIs) as goal-driven agents. However, it remains …
Cogagent: A visual language model for gui agents
People are spending an enormous amount of time on digital devices through graphical user
interfaces (GUIs) eg computer or smartphone screens. Large language models (LLMs) such …
interfaces (GUIs) eg computer or smartphone screens. Large language models (LLMs) such …
Augmented language models: a survey
This survey reviews works in which language models (LMs) are augmented with reasoning
skills and the ability to use tools. The former is defined as decomposing a potentially …
skills and the ability to use tools. The former is defined as decomposing a potentially …
Language models can solve computer tasks
G Kim, P Baldi, S McAleer - Advances in Neural Information …, 2023 - proceedings.neurips.cc
Agents capable of carrying out general tasks on a computer can improve efficiency and
productivity by automating repetitive tasks and assisting in complex problem-solving. Ideally …
productivity by automating repetitive tasks and assisting in complex problem-solving. Ideally …
Tool learning with foundation models
Y Qin, S Hu, Y Lin, W Chen, N Ding, G Cui… - ACM Computing …, 2024 - dl.acm.org
Humans possess an extraordinary ability to create and utilize tools. With the advent of
foundation models, artificial intelligence systems have the potential to be equally adept in …
foundation models, artificial intelligence systems have the potential to be equally adept in …
Large language models for information retrieval: A survey
As a primary means of information acquisition, information retrieval (IR) systems, such as
search engines, have integrated themselves into our daily lives. These systems also serve …
search engines, have integrated themselves into our daily lives. These systems also serve …
Unleashing the potential of prompt engineering in large language models: a comprehensive review
This comprehensive review delves into the pivotal role of prompt engineering in unleashing
the capabilities of Large Language Models (LLMs). The development of Artificial Intelligence …
the capabilities of Large Language Models (LLMs). The development of Artificial Intelligence …