AI-Driven Innovation in Information Retrieval: Transforming Library Operations and User Engagement

Naikar, Satishkumar and Indraji, C AI-Driven Innovation in Information Retrieval: Transforming Library Operations and User Engagement., 2025 . In International Conference on Global Perspectives on Open Science: Bridging Research, Access and Innovations, Mumbai, 16-05-2025. [Conference paper]

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English abstract

This study explores the transformative potential of specific AI technologies, such as natural language processing, machine learning, and knowledge graphs, in redefining library operations and enhancing user engagement. An AI-based IR prototype integrating these technologies was developed and deployed in an academic library over three months. The system significantly improved search precision, recall, and user interaction metrics while streamlining library staff operations. User feedback highlighted increased satisfaction, ease of use, and trust in AI-assisted recommendations. These findings demonstrate the capability of these specific AI technologies to bridge the gap between traditional library models and future-ready, user-centric knowledge environments.

Item type: Conference paper
Keywords: Artificial Intelligence, Information Retrieval, Natural Language Processing, Machine Learning, Semantic Search, User Engagement, Personalized Recommendations, AI Ethics, Smart Libraries
Subjects: I. Information treatment for information services > IF. Information transfer: protocols, formats, techniques.
Depositing user: Satishkumar Naikar
Date deposited: 29 May 2025 07:47
Last modified: 29 May 2025 07:47
URI: http://hdl.handle.net/10760/46811

References

Adelakun, N. O. (2024). Exploring the Impact of Artificial Intelligence on Information Retrieval Systems—Information Matters. Information Matters, 4(5). https://informationmatters.org/2024/05/exploring-the-impact-of-artificial-intelligence-on-information-retrieval-systems/,

Bhui, T. (2024). Transforming Libraries with Artificial Intelligence: A Comprehensive Exploration of Applications and Implications. International Research Journal of Modernization in Engineering Technology and Science, 6(3), 2444–2451. https://doi.org/10.56726/IRJMETS50628

Chakala, M. (2024). Integrating Artificial Intelligence in Academic Libraries: An Analysis. DESIDOC Journal of Library & Information Technology, 44(2), 124–129. https://doi.org/10.14429/djlit.44.2.18958

Gajbhiye, C. K. (2024). Impact of Artificial Intelligence (AI) in Library Services. International Journal For Multidisciplinary Research, 6(3), 1–13. https://doi.org/10.36948/ijfmr.2024.v06i03.22452

Hussain, A. (2023). Use of artificial intelligence in the library services: Prospects and challenges. Library Hi Tech News, 40(2), 15–17. https://doi.org/10.1108/LHTN-11-2022-0125

Ikwuanusi, U. F., Peter Adeyemo Adepoju, & Chinekwu Somtochukwu Odionu. (2023). AI-driven solutions for personalized knowledge dissemination and inclusive library user experiences. International Journal of Engineering Research Updates, 4(2), 052–062. https://doi.org/10.53430/ijeru.2023.4.2.0023

Indraji, C., Dominic, J., & Kannan, V. (2024). Application of Artificial Intelligences in Web Opac at University Libraries. 5th LISACON 2024, International Conference on Intelligent Libraries, 64–70. https://papers.ssrn.com/abstract=5086597

Indraji, C., Dominic, J., & Kothandaraman, R. (2024). ‪AI-Powered Digital Tools for Revolutionizing Library Operations: Modern Era‬. ‪South Indian Journal of Library and Information Science (SIJLIS), 11(2), 1–10. https://www.researchgate.net/publication/388933595_AI-Powered_Digital_Tools_for_Revolutionizing_Library_Operations_Modern_Era‬‬‬

Indraji, C., Naikar, S., & Dominic, J. (2024). Use of Robotics and Artificial Intelligence for Enhancing Library Services. Library Progress International, 44(3), 3002–3010. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4967398

Jha, S. K. (2023). Application of artificial intelligence in libraries and information centers services: Prospects and challenges. Library Hi Tech News, 40(7), 1–5. https://doi.org/10.1108/LHTN-06-2023-0102

Kalisdha, A. (2024). The Impact of Artificial Intelligence and Machine Learning in Library and Information Science. International Journal of Research in Library Science, 10(1), 39–58. https://doi.org/10.26761/ijrls.10.1.2024.1733

Kumar, P. & Jyoti. (2024). Reshaping the library landscape: Exploring the integration of artificial intelligence in libraries. IP Indian Journal of Library Science and Information Technology, 9(1), 29–36. https://doi.org/10.18231/j.ijlsit.2024.005

Luca, E., Narayan, B., & Cox, A. (2022). Artificial Intelligence and Robots for the Library and Information Professions. Journal of the Australian Library and Information Association, 71(3), 185–188. https://doi.org/10.1080/24750158.2022.2104814

Mani, A. (2023). Digital Libraries and Information Retrieval: A Comprehensive Review. International Journal of Research in Library Science, 9(4), 152–161. https://doi.org/10.26761/ijrls.9.4.2023.1712

Naikar, S., Hatti, S., Paul, M., & Swamy, R. K. (2023). Artificial Intelligence (AI) in Academic Libraries: A Theoretical Study. In Multidisciplinary Approach to Information Technology in Library and Information Science (pp. 81–97). IGI Global. https://doi.org/10.4018/979-8-3693-2841-5.ch005

Naikar, S., & Paul, M. (2025). The Future Role of Smart Libraries in 21st Century: A Study. Journal of Emerging Technologies and Innovative Research (JETIR), 12(1), 756–763. https://ssrn.com/abstract=5092010

Preethi, K. A. (2024). Transforming Libraries: The Impact of Artificial Intelligence. International Journal of Scientific Research in Engineering and Management, 08(10), 1–6. https://doi.org/10.55041/IJSREM38103


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