大语言模型时代的信息检索综述(A Review of Information Retrieval in the Era of Large Language Models)

Pang Liang (庞亮), Deng Jingcheng (邓竞成), Gu Jia (顾佳), Shen Huawei (沈华伟), Cheng Xueqi (程学旗)


Abstract
“以大语言模型为代表的生成式人工智能迅猛发展,标志着人工智能从判别时代向生成时代的转变。这一进步极大地推动了信息检索技术的发展,本文对大语言模型对信息检索领域的影响进行了深入的综述。从性能改进到模式颠覆,逐步展开论述大语言模型对信息检索领域的影响。针对传统信息检索流程,大语言模型凭借强大的语义理解和建模能力,显著增强索引、检索和排序等信息检索模块的性能。同时,文章也探讨了大语言模型可能取代传统信息检索的趋势,并催生了新的信息获取方式,或将是新一次信息时代的寒武纪。此外,大语言模型对内容生态的深远影响也值得关注。”
Anthology ID:
2024.ccl-2.6
Volume:
Proceedings of the 23rd Chinese National Conference on Computational Linguistics (Volume 2: Frontier Forum)
Month:
July
Year:
2024
Address:
Taiyuan, China
Editor:
Xin Zhao
Venue:
CCL
SIG:
Publisher:
Chinese Information Processing Society of China
Note:
Pages:
98–119
Language:
Chinese
URL:
https://aclanthology.org/2024.ccl-2.6/
DOI:
Bibkey:
Cite (ACL):
Pang Liang, Deng Jingcheng, Gu Jia, Shen Huawei, and Cheng Xueqi. 2024. 大语言模型时代的信息检索综述(A Review of Information Retrieval in the Era of Large Language Models). In Proceedings of the 23rd Chinese National Conference on Computational Linguistics (Volume 2: Frontier Forum), pages 98–119, Taiyuan, China. Chinese Information Processing Society of China.
Cite (Informal):
大语言模型时代的信息检索综述(A Review of Information Retrieval in the Era of Large Language Models) (Liang et al., CCL 2024)
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PDF:
https://aclanthology.org/2024.ccl-2.6.pdf