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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 8 | Month- August 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-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search

  Authors

  Neha.J. Pal,  Achala. R. Pal,  Prof . Kinjal Doshi

  Keywords

AI-Based Job Recommendation, Large Language Models, Resume Summarization, Skill Gap Detection, Vector Similarity Search, Explainability, Personalized Recruitment, Real-Time Recommendation, Scalable Database, Candidate Profiling, Recruitment Automation, Natural Language Understanding.

  Abstract


The drawbacks of traditional job recommendation systems built upon static keyword matching have created a need for more intelligent and adaptive recruitment processes. In this paper, we introduce a novel AI job recommendation framework utilizing Large Language Models (LLMs) to summarize resumes and identify skills gaps. Our method allows the automatic identification of candidate information and dynamically determines the fit between a candidate's resume and the skills needed for a job role by analyzing the user's own skills and the job requirements. Further, we are able to provide quick and transparent recommendations with vector similarity search technology-backed databases. The well over half of respondents in our study expressed excitement about summarizing resumes and analyzing skills using AI, demonstrating the potential of this system to assist in recruitment by providing easy-to-understand, timely, and personalized recommendations, without the need for human intervention.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2510377

  Paper ID - 295036

  Page Number(s) - d159-d166

  Pubished in - Volume 13 | Issue 10 | October 2025

  DOI (Digital Object Identifier) -    https://doi.org/10.56975/ijcrt.v13i10.295036

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

  E-ISSN Number - 2320-2882

  Cite this article

  Neha.J. Pal,  Achala. R. Pal,  Prof . Kinjal Doshi,   "AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 10, pp.d159-d166, October 2025, Available at :http://www.ijcrt.org/papers/IJCRT2510377.pdf

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Call For Paper August 2026
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ISSN and 7.97 Impact Factor Details


ISSN
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
ISSN
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