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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

AI-Powered Library Chatbot for Personalized Book Recommendations

  Authors

  K Y Bidari,  Swapnil Bilgoji,  Zaid Khan,  Prem Raikar,  Kanchana Jamdar

  Keywords

AI-Powered Chatbot, Book Recommendation System, Retrieval-Augmented Generation (RAG), Large Language Model (LLM), ChromaDB, Natural Language Processing (NLP), Library Automation, Hugging Face, Streamlit, Generative AI, LangChain

  Abstract


In this paper, we present an AI-powered Library Chatbot designed to provide personalized book recommendations and enhance the accessibility of library resources. Students often face difficulties in locating the right books in college libraries due to the vast number of available titles across diverse subjects. For instance, a student preparing for UPSC or CA examinations may struggle to find the most suitable book based on their level of understanding or area of focus. To address this challenge, we developed a Retrieval-Augmented Generation (RAG)-based system, built using the LangChain framework, that efficiently provides detailed information such as book accession number, author, edition, subject, language, place of publication, and rack location-- significantly reducing search time from nearly 20 minutes to a few seconds. The chatbot is built using Python, Streamlit, HTML, and CSS for the user interface, integrated with ChromaDB as the vector database and the Hugging Face AllMiniLM model for word embeddings. The GROQ API with Google 2B LLM serves as the core language model. The system was trained on a dataset of 26,000 books provided by the college librarian and is deployed on Streamlit Community Cloud for public access.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2511230

  Paper ID - 296153

  Page Number(s) - b811-b813

  Pubished in - Volume 13 | Issue 11 | November 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  K Y Bidari,  Swapnil Bilgoji,  Zaid Khan,  Prem Raikar,  Kanchana Jamdar,   "AI-Powered Library Chatbot for Personalized Book Recommendations", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 11, pp.b811-b813, November 2025, Available at :http://www.ijcrt.org/papers/IJCRT2511230.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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