On the Trends of GenAI Driven by DeepSeek with Application Prospects in Libraries

Abstract

Abstract:

The paper systematically examines generative AI (GenAI) developments based on thetechnological breakthroughs of DeepSeek, and analyzes the disruptive restructuring of the generativeAI landscape. Focusing on the library applications, the study consider GenAI’s potential across threedimensions: the transformation and upgrading of smart libraries, the personalized digital humanitiesservices to improve life, and the access to differentiated technical support for library development. Italso reveals the transformation of smart libraries driven by generative AI, and proposes a harmoniousdevelopment strategy for the differentiated development of libraries in the AI era. Finally, it predictsdevelopment trends over the next 3 to 5 years based on the Gartner Hype Curve.

Xue Fei1, Wang Jingjing2 , Ye Ying3, 4 (1 Zhejiang University Library, 2 School of Journalismand Communication, Shandong University, 3 National Experimental Base for Intelligent Evaluation and Governanceof Fudan University, 4 Jiangsu International Joint Informatics Laboratory of Nanjing University). On the Trends of GenAI Driven by DeepSeek with Application Prospects in Libraries[J]. Libraly Journal, 2025, 44(409): 43-50.

References

[ 1 ] Vaswani A，Shazeer N，Parmar N，et al. Attentionis all you need[J].arXiv，2017.

[ 2 ] Bommasani R，Hudson D A，Adeli E，et al. Onthe opportunities and risks of foundation models[J].arXiv preprint arXiv：2108.07258，2021.

[ 3 ] Bi X，Chen D，Chen G，et al. Deepseekllm：Scaling open-source language models withl o n g t e r m i s m [ J ] . a r X i v p r e p r i n t a r X i v ：2401.02954，2024.

[ 4 ] Guo D，Yang D，Zhang H，et al. DeepSeek-R1：Incentivizing reasoning capability in llms viareinforcement learning[J]. arXiv preprint arXiv：2501.12948，2025.

[ 5 ] Liu A，Feng B，Wang B，et al. DeepSeek-V2：A strong，economical，and efficient mixture-ofexpertslanguage model[J]. arXiv preprint arXiv：2405.04434，2024.

[ 6 ] 张晓林. Library-Inside：AI 赋能图书馆新质生产力的一种基础模型 [J]. 中国图书馆学报，2024，50（ 3）：4–16.

[ 7 ] Brown T，Mann B，Ryder N，et al. Languagemodels are few-shot learners[J]. Advances inNeural Information Processing systems，2020，33：1877–1901.

[ 8 ] Soudi M S，Bauters M. AI guidelines andethical readiness inside SMEs：a review andrecommendations[J]. Digital Society，2024，3（1）：3.

[ 9 ] 叶鹰，朱秀珠，魏雪迎，等. 从ChatGPT 爆发到GPT 技术革命的启示[J]. 情报理论与实践，2023，46（6）：33–37.

[10] DeepSeek-AI. DeepSeek-V3 Technical Report [J/OL]. arXiv，https://arxiv.org/abs/2412.19437v1，2024.

[11] 令小雄. DeepSeek 开启后ChatGPT 时代——基于数字范式革新及其运演哲思 [J]. 西北工业大学学报（社会科学版），2025（2）：59–67.

[12] Brown T，Mann B，Ryder N，et al. Languagemodels are few-shot learners[J]. Advances inneural Information Processing Systems，2020，33：1877–1901.

[13] 程序员陆通.DeepSeek为什么成本这么低[EB/OL].（2025-02-08）[2025-03-06]. https://baijiahao.baidu.com/s?id=1823498501696779670&wfr=spider&for=pc.

[14] Wu Z，Chen X，Pan Z，et al. Deepseek-vl2：Mixtureof-experts vision-language models for advancedmultimodal understanding[J]. arXiv preprintarXiv：2412.10302，2024.

[15] Sutton，Richard. The bitter lesson[J]. IncompleteIdeas（ blog）13，2019（1）：38.

[16] Muennighoff N，Yang Z，Shi W，et al. s1：Simpletest-time scaling[J]. arXiv preprint arXiv： 2501.19393，2025.

[17] 澳门科技大学. MeMust[OL]. [2025-03-15].https://itdo.must.edu.mo/page/WeMust.html.

[18] SCTECH. 标控科技. 广东省立中山图书馆“采编图灵”[OL]. [2025-03-15]. http://www.sctechgz.com/item_25625929_2787994.html.

[19] 叶鹰，叶永鑫，赵星. AI-GPT 技术及其应用生态下实现全面知识管理引论[J]. 中国图书馆学报，2024，50（6）：34–44.

[20] 光明网. 浙江嘉兴市图书馆推出五感阅读疗愈空间[OL]. [2025-03-15].https://culture.gmw.cn/2024-12/14/content_37738236.htm.

[21] 朱文渊，汤益飞，邱仁博. AIGC 赋能阅读推广[J].图书馆研究与工作，2024（11）：40–44；57.

[22] 赵星，乔利利，张家榕，等. 元宇宙研究的理论原则与实用场景探讨[J]. 中国图书馆学报，2022，48（6）：6–15.

[23] 王静静，叶鹰. 生成式AI 及其GPT 类技术应用对信息管理与传播的变革探析[J]. 中国图书馆学报，2023，49（6）：15–24.

[24] Kushins J. Let BookBot Bring You Any of ThisLibrary’s Two Million Titles[OL]. [2025-03-15].https://gizmodo.com/letbookbot-bring-you-any-ofthis-librarys-two-million-1541444173.

[25] 陆亚红，马灵，杨婉茹，等. 智能图书盘点机器人技术的实践与应用研究 ——以上海交通大学图书馆为例[J]. 大学图书馆学报，2023，41（1）：44–51.

[26] 周纲，陈晨，蔡文杰，等. 虚实结合虚实相生的图书馆智慧空间服务[J]. 图书馆建设，2023（4）：46–58.

[27] 张慧，佟彤，叶鹰. AI 2.0 时代智慧图书馆的GPT技术驱动创新[J]. 图书馆杂志，2023，42（5）：4–8.

[28] CSB News. California library uses robots to helpkids with autism learn and connect[EB/OL]. [2025-03-15]. https://www.wsgw.com/california-libraryuses-robots-to-help-kids-with-autism-learn-andconnect/.

[29] Gartner Hype Cycle [EB/OL]. （2025-01-01）[2025-03-07]. https://en.wikipedia.org/wiki/Gartner_hype_cycle.