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Llm-based edge intelligence: A comprehensive survey on architectures, applications, security and trustworthiness
The integration of Large Language Models (LLMs) and Edge Intelligence (EI) introduces a
groundbreaking paradigm for intelligent edge devices. With their capacity for human-like …
groundbreaking paradigm for intelligent edge devices. With their capacity for human-like …
Advancing transformer architecture in long-context large language models: A comprehensive survey
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 …
such as knowledge bases, human interfaces, and dynamic agents, and marking a stride …
[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 …
challenges in practical applications, such as hallucinations, slow knowledge updates, and …
[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 …
Autogen: Enabling next-gen llm applications via multi-agent conversation
AutoGen is an open-source framework that allows developers to build LLM applications via
multiple agents that can converse with each other to accomplish tasks. AutoGen agents are …
multiple agents that can converse with each other to accomplish tasks. AutoGen agents are …
[PDF][PDF] Understanding the planning of LLM agents: A survey
Abstract As Large Language Models (LLMs) have shown significant intelligence, the
progress to leverage LLMs as planning modules of autonomous agents has attracted more …
progress to leverage LLMs as planning modules of autonomous agents has attracted more …
Towards efficient generative large language model serving: A survey from algorithms to systems
In the rapidly evolving landscape of artificial intelligence (AI), generative large language
models (LLMs) stand at the forefront, revolutionizing how we interact with our data. However …
models (LLMs) stand at the forefront, revolutionizing how we interact with our data. However …
Wise: Rethinking the knowledge memory for lifelong model editing of large language models
Large language models (LLMs) need knowledge updates to meet the ever-growing world
facts and correct the hallucinated responses, facilitating the methods of lifelong model …
facts and correct the hallucinated responses, facilitating the methods of lifelong model …
A survey on the memory mechanism of large language model based agents
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 …
research and industry communities. Compared with original LLMs, LLM-based agents are …
Llmlingua-2: Data distillation for efficient and faithful task-agnostic prompt compression
This paper focuses on task-agnostic prompt compression for better generalizability and
efficiency. Considering the redundancy in natural language, existing approaches compress …
efficiency. Considering the redundancy in natural language, existing approaches compress …