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Generative artificial intelligence (AI), and in particular Large Language Models (LLMs), have exploded in popularity and attention since the release to the public of ChatGPT's Generative Pre-trained Transformer (GPT)-3.5 model in November…

计算机与社会 · 计算机科学 2024-07-25 Daniel Hopp

The complexity of traditional power system analysis workflows presents significant barriers to efficient decision-making in modern electric grids. This paper presents GridMind, a multi-agent AI system that integrates Large Language Models…

人工智能 · 计算机科学 2025-09-03 Hongwei Jin , Kibaek Kim , Jonghwan Kwon

While large language models (LLMs) have demonstrated remarkable versatility across a wide range of general tasks, their effectiveness often diminishes in domain-specific applications due to inherent knowledge gaps. Moreover, their…

人工智能 · 计算机科学 2025-11-21 Hanzhi Yan , Qin Lu , Xianqiao Wang , Xiaoming Zhai , Tianming Liu , He Li

The question-answering system for Life science research, which is characterized by the rapid pace of discovery, evolving insights, and complex interactions among knowledge entities, presents unique challenges in maintaining a comprehensive…

计算与语言 · 计算机科学 2024-08-15 Chengrui Wang , Qingqing Long , Meng Xiao , Xunxin Cai , Chengjun Wu , Zhen Meng , Xuezhi Wang , Yuanchun Zhou

Large Language Models (LLMs) have seen rapid advancements in recent years, with models like ChatGPT and DeepSeek, showcasing their remarkable capabilities across diverse domains. While substantial research has been conducted on LLMs in…

机器学习 · 计算机科学 2026-03-31 Licheng Zhang , Bach Le , Naveed Akhtar , Siew-Kei Lam , Tuan Ngo

Personalized AI assistants, a hallmark of the human-like capabilities of Large Language Models (LLMs), are a challenging application that intertwines multiple problems in LLM research. Despite the growing interest in the development of…

计算与语言 · 计算机科学 2025-06-03 Jisoo Mok , Ik-hwan Kim , Sangkwon Park , Sungroh Yoon

The emergence of Large Language Models (LLMs) has significantly advanced natural language processing, but these models often generate factually incorrect information, known as "hallucination". Initial retrieval-augmented generation (RAG)…

计算与语言 · 计算机科学 2024-11-12 Yujia Zhou , Zheng Liu , Zhicheng Dou

Large Language Models (LLMs) demonstrate human-level capabilities in dialogue, reasoning, and knowledge retention. However, even the most advanced LLMs face challenges such as hallucinations and real-time updating of their knowledge.…

Numerous large language model (LLM) agents have been built for different tasks like web navigation and online shopping due to LLM's wide knowledge and text-understanding ability. Among these works, many of them utilize in-context examples…

人工智能 · 计算机科学 2024-03-12 Ruiwen Zhou , Yingxuan Yang , Muning Wen , Ying Wen , Wenhao Wang , Chunling Xi , Guoqiang Xu , Yong Yu , Weinan Zhang

The past decade has been transformative for mental health research and practice. The ability to harness large repositories of data, whether from electronic health records (EHR), mobile devices, or social media, has revealed a potential for…

计算与语言 · 计算机科学 2023-11-28 Munmun De Choudhury , Sachin R. Pendse , Neha Kumar

Information technology has profoundly altered the way humans interact with information. The vast amount of content created, shared, and disseminated online has made it increasingly difficult to access relevant information. Over the past two…

信息检索 · 计算机科学 2025-04-14 Yu Zhang , Shutong Qiao , Jiaqi Zhang , Tzu-Heng Lin , Chen Gao , Yong Li

Access to humanities research databases is often hindered by the limitations of traditional interaction formats, particularly in the methods of searching and response generation. This study introduces an LLM-based smart assistant designed…

计算与语言 · 计算机科学 2025-06-03 Alexander Sergeev , Valeriya Goloviznina , Mikhail Melnichenko , Evgeny Kotelnikov

Despite advancements in Large Language Models (LLMs) and Large Multimodal Models (LMMs), their integration into language-grounded, human-like embodied agents remains incomplete, hindering complex real-life task performance in physical…

计算与语言 · 计算机科学 2024-08-20 Zhili Cheng , Zhitong Wang , Jinyi Hu , Shengding Hu , An Liu , Yuge Tu , Pengkai Li , Lei Shi , Zhiyuan Liu , Maosong Sun

Bandit algorithms and Large Language Models (LLMs) have emerged as powerful tools in artificial intelligence, each addressing distinct yet complementary challenges in decision-making and natural language processing. This survey explores the…

人工智能 · 计算机科学 2025-10-01 Djallel Bouneffouf , Raphael Feraud

The rapid advancements in large language models (LLMs) have opened up new opportunities for transforming patient engagement in healthcare through conversational AI. This paper presents an overview of the current landscape of LLMs in…

人工智能 · 计算机科学 2024-11-27 Bo Wen , Raquel Norel , Julia Liu , Thaddeus Stappenbeck , Farhana Zulkernine , Huamin Chen

Despite the recent broad adoption of Large Language Models (LLMs) across various domains, their potential for enriching information systems in extracting and exploring Linked Data (LD) and Resource Description Framework (RDF) triplestores…

信息检索 · 计算机科学 2024-09-25 Omar Mussa , Omer Rana , Benoît Goossens , Pablo Orozco-Terwengel , Charith Perera

With the rapid development of artificial intelligence, large language models (LLMs) have shown promising capabilities in mimicking human-level language comprehension and reasoning. This has sparked significant interest in applying LLMs to…

计算与语言 · 计算机科学 2023-11-06 Mingze Yuan , Peng Bao , Jiajia Yuan , Yunhao Shen , Zifan Chen , Yi Xie , Jie Zhao , Yang Chen , Li Zhang , Lin Shen , Bin Dong

Scientific Large Language Models (Sci-LLMs) are transforming how knowledge is represented, integrated, and applied in scientific research, yet their progress is shaped by the complex nature of scientific data. This survey presents a…

计算与语言 · 计算机科学 2025-10-21 Ming Hu , Chenglong Ma , Wei Li , Wanghan Xu , Jiamin Wu , Jucheng Hu , Tianbin Li , Guohang Zhuang , Jiaqi Liu , Yingzhou Lu , Ying Chen , Chaoyang Zhang , Cheng Tan , Jie Ying , Guocheng Wu , Shujian Gao , Pengcheng Chen , Jiashi Lin , Haitao Wu , Lulu Chen , Fengxiang Wang , Yuanyuan Zhang , Xiangyu Zhao , Feilong Tang , Encheng Su , Junzhi Ning , Xinyao Liu , Ye Du , Changkai Ji , Pengfei Jiang , Cheng Tang , Ziyan Huang , Jiyao Liu , Jiaqi Wei , Yuejin Yang , Xiang Zhang , Guangshuai Wang , Yue Yang , Huihui Xu , Ziyang Chen , Yizhou Wang , Chen Tang , Jianyu Wu , Yuchen Ren , Siyuan Yan , Zhonghua Wang , Zhongxing Xu , Shiyan Su , Shangquan Sun , Runkai Zhao , Zhisheng Zhang , Dingkang Yang , Jinjie Wei , Jiaqi Wang , Jiahao Xu , Jiangtao Yan , Wenhao Tang , Hongze Zhu , Yu Liu , Fudi Wang , Yiqing Shen , Yuanfeng Ji , Yanzhou Su , Tong Xie , Hongming Shan , Chun-Mei Feng , Zhi Hou , Diping Song , Lihao Liu , Yanyan Huang , Lequan Yu , Bin Fu , Shujun Wang , Xiaomeng Li , Xiaowei Hu , Yun Gu , Ben Fei , Benyou Wang , Yuewen Cao , Minjie Shen , Jie Xu , Haodong Duan , Fang Yan , Hongxia Hao , Jielan Li , Jiajun Du , Yanbo Wang , Imran Razzak , Zhongying Deng , Chi Zhang , Lijun Wu , Conghui He , Zhaohui Lu , Jinhai Huang , Wenqi Shao , Yihao Liu , Siqi Luo , Yi Xin , Xiaohong Liu , Fenghua Ling , Yuqiang Li , Aoran Wang , Siqi Sun , Qihao Zheng , Nanqing Dong , Tianfan Fu , Dongzhan Zhou , Yan Lu , Wenlong Zhang , Jin Ye , Jianfei Cai , Yirong Chen , Wanli Ouyang , Yu Qiao , Zongyuan Ge , Shixiang Tang , Junjun He , Chunfeng Song , Lei Bai , Bowen Zhou

The rapid advancement of Artificial Intelligence has resulted in the advent of Large Language Models (LLMs) with the capacity to produce text that closely resembles human communication. These models have been seamlessly integrated into…

机器学习 · 计算机科学 2025-02-04 Zenon Lamprou , Yashar Moshfeghi

Large Language Models (LLMs) are rapidly becoming integral to a wide range of tools, tasks, and problem-solving processes, especially in software development. Originally designed for natural language processing tasks such as text…

人机交互 · 计算机科学 2025-04-25 Prashant Chandrasekar , Mariel Couvillion , Ayshwarya Saktheeswaran , Jessica Zeitz