Following this, the introduction of large language models (LLMs) such as GPT-4 and BERT has lifted the standard for this task, promoting them to new heights of performance and capacity. Our survey provides a de
因此,将 LLM 作为智能体部署到复杂环境中面临若干关键挑战:1)基于 LLM 的智能体在长期规划和多步骤推理方面存在困难,因为其生成内容可能导致任务不一致性或错误的累积,尤其是在长期交互中;2)LLM 的有限记忆容量阻碍了智能体利用过去的经验进行反思,导致决策和任务性能不理想;3)基于 LLM 的智能体对新环境的适应能力...
A Survey of LLM × DATA A collection of papers and projects related to LLMs and corresponding data-centric methods. If you find our survey useful, please cite the paper:@article{LLMDATASurvey, title={A Survey of LLM × DATA}, author={Xuanhe Zhou, Junxuan He, Wei Zhou, Haodong Chen,...
The automation of data processing tasks is driven by the need to utilize large volumes of complex, heterogeneous data for machine learning and big data applications. Today, end-to-end automated data processing systems based on automated machine learning (AutoML) techniques are capable of taking raw...
论文地址: Retrieval-Augmented Generation for Large Language Models: A Survey | PPT 注: 主要是了解RAG的发展过程(召回率),以及对相关子模块领域的现阶段了解,如果感兴趣,通过索引到论文引用处进一步了解。(提高看相应论文的准确率) 第1章:引言 大型语言模型(LLMs)如GPT系列和LLama系列在自然语言处理方面取得...
📰 2025-02-01: Our work has been cited in the International AI Safety Report 2025 in which machine unlearning is a pioneering paradigm to remove sensitive information or harmful data from trained AI models.Citation@article{nguyen2022survey, title={A Survey of Machine Unlearning}, author={...
Recently, through the acquisition of vast amounts of Web knowledge, large language models (LLMs) have shown potential in human-level intelligence, leading to a surge in research on LLM-based autonomous agents. In this paper, we present a comprehensive survey of these studies, delivering a ...
To the best of our knowledge, our survey is the first to cover all three key aspects related to security and privacy for the first time. Second, we have made several interesting discoveries. For instance, our research reveals that LLMs contribute more positively than negatively to security and...
Artificial intelligence (AI), particularly large language models (LLMs), is increasingly integrated into mental health care. This study examined racial bias in psychiatric diagnosis and treatment across four leading LLMs: Claude, ChatGPT, Gemini, and New
Building upon these strengths, researchers have begun incorporating LLMs into multi-agent systems (MAS), where agents collaborate or compete through natural language interactions to tackle tasks beyond the scope of single-agent setups. In this survey, we present a communication-centric perspective on...