ISSN2320-2882
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ESTD2013
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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.
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IJCRT — journal style
"AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.13, Issue 10, page no.d159-d166, October 2025, Available :https://ijcrt.org/papers/IJCRT2510377.pdf
APA — 7th edition
Pal, N. J., Pal, A. R., & Doshi, K. (2025). AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search. International Journal of Creative Research Thoughts, 13(10), d159-d166. https://doi.org/10.56975/ijcrt.v13i10.295036
MLA — 9th edition
Pal, Neha.J., et al. "AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search." International Journal of Creative Research Thoughts, vol. 13, no. 10, 2025, pp. d159-d166, https://doi.org/10.56975/ijcrt.v13i10.295036.
Chicago — 17th, bibliography
Pal, Neha.J., Achala. R. Pal, and . Kinjal Doshi. "AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search." International Journal of Creative Research Thoughts 13, no. 10 (2025): d159-d166. https://doi.org/10.56975/ijcrt.v13i10.295036.
Harvard — author–date
Pal, N.J., Pal, A.R. and Doshi, K. (2025) 'AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search', International Journal of Creative Research Thoughts, 13(10), pp. d159-d166. Available at: https://doi.org/10.56975/ijcrt.v13i10.295036
IEEE — numbered reference
N. J. Pal, A. R. Pal and K. Doshi, "AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search," IJCRT, vol. 13, no. 10, pp. d159-d166, Oct. 2025, doi: 10.56975/ijcrt.v13i10.295036.
Vancouver — biomedical
Pal NJ, Pal AR, Doshi K. AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search. IJCRT. 2025 Oct;13(10):d159-d166. doi: 10.56975/ijcrt.v13i10.295036
AMA — 11th edition
Pal NJ, Pal AR, Doshi K. AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search. IJCRT. 2025;13(10):d159-d166. doi:10.56975/ijcrt.v13i10.295036
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2510377,
author = {Neha.J. Pal and Achala. R. Pal and . Kinjal Doshi},
title = {AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search},
journal = {International Journal of Creative Research Thoughts},
volume = {13},
number = {10},
pages = {d159-d166},
year = {2025},
month = {October},
issn = {2320-2882},
doi = {10.56975/ijcrt.v13i10.295036},
url = {https://doi.org/10.56975/ijcrt.v13i10.295036}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Pal, Neha.J.
AU - Pal, Achala. R.
AU - Doshi, . Kinjal
TI - AI-Based Smart Job Recommendation System using LLM-Powered Resume Summarization and Vector Embedding Search
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 13
IS - 10
PY - 2025
SN - 2320-2882
DO - 10.56975/ijcrt.v13i10.295036
UR - https://doi.org/10.56975/ijcrt.v13i10.295036
SP - d159-d166
ER -
Issue
Volume 13 Issue 10,
October-2025
Pages : d159-d166
Article Information
- Published In
- International Journal of Creative Research Thoughts — Volume 13, Issue 10, October 2025
- Pages
- d159-d166
- Published
- October 2025
- Registration ID
- IJCRT_295036
- Published Paper ID
- IJCRT2510377
- Research Area
- Science and Technology
- Author Type
- Indian Author
- Location
- Mumbai, Maharashtra, India
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- Request Peer Review Report
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- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
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- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2510377.pdf
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International Journal of Creative Research Thoughts
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