Volume 21 , Issue 1 , PP: 155-164, 2026 | Cite this article as | XML | Html | PDF | Full Length Article
Shruti Sharma 1 * , Satvik Bhardwaj 2 , Sonakshi Vij 3 , Gopal Chaudhary 4
Doi: https://doi.org/10.54216/FPA.210111
Finding jobs in today’s world is similar to finding a needle in the haystack. The modern job-search platforms present a language barrier for native-speakers and inexperienced candidates, making it difficult for them to compete in the job search race. NaukariCraft, a bilingual (Hindi & English) job search platform makes it easy for users to look for jobs, gain industrial insights, save time by finding relevant jobs tailored to skills and resume, building ATS friendly resume, and ATS score analyzer. NaukariCraft provides full guidance to novel applicants helping them find direction towards jobs tailored to their resume. Using advanced technology like Large Language Model (LLMs) and agents, NaukariCraft enhances user experience, improves employability through resume analysis, and reduces application fatigue. This paper outlines the methodology, proposed work, result, conclusion and future development avenues for NaukariCraft.
Bilingual , LLM , Agents , Job search , Employment , Resume
[1] V. Bhatia, P. Rawat, A. Kumar, and R. R. Shah, "End-to-end resume parsing and finding candidates for a job description using BERT," arXiv preprint, arXiv: 1910.03089, 2019.
[2] E. Kaygin, "Comparative analysis of ML (Machine Learning) and LLM (Large Language Models) in resume parsing: A paradigm shift in talent acquisition," 2023.
[3] Y. Shavit, S. Agarwal, M. Brundage, S. Adler, C. O’Keefe, R. Campbell, and T. Lee, "Practices for governing agentic AI systems," OpenAI Research Paper, 2023.
[4] W. Huang, Z. Gu, C. Peng, J. Liang, Z. Li, Y. Xiao, L. Wen, and Z. Chen, "AutoScraper: A progressive understanding web agent for web scraper generation," in Proc. of EMNLP 2024, pp. 2371–2389, 2024.
[5] Y. Lin, H. Lei, P. C. Addo, and X. Li, "Machine learned resume-job matching solution," arXiv preprint, arXiv: 1607.07657, 2016.
[6] J. Chen, L. Gao, and Z. Tang, "Information extraction from resume documents in PDF format," Electronic Imaging, vol. 28, pp. 1–8, 2016.
[7] C. H. Ayishathahira, C. Sreejith, and C. Raseek, "Combination of neural networks and conditional random fields for efficient resume parsing," in Proc. 2018 IC4, pp. 388–393, 2018.
[8] U. M. Digerås and S. A. Svepstad, "AI in job search: An exploratory study of job seeker’s adoption of AI and its implications for HR and recruitment," Master’s thesis, Handelshøyskolen BI, 2024.
[9] M. Howison, W. O. Ensor, S. Maharjan, R. Parikh, S. H. Sengamedu, P. Daniels, et al., "Extracting structured labor market information from job postings with generative AI," Digital Government: Research and Practice, 2024.
[10] C. Chawla, S. Chatterjee, S. S. Gadadinni, P. Verma, and S. Banerjee, "Agentic AI: The building blocks of sophisticated AI business applications," Journal of AI, Robotics & Workplace Automation, vol. 3, no. 3, pp. 1–15, 2024.
[11] V. S. Kumaran and A. Sankar, "Towards an automated system for intelligent screening of candidates for recruitment using ontology mapping (EXPERT)," International Journal of Metadata, Semantics and Ontologies, vol. 8, no. 1, pp. 56–64, 2013.
[12] M. Bronzi, V. Crescenzi, P. Merialdo, and P. Papotti, "Extraction and integration of partially overlapping web sources," Proc. VLDB Endowment, vol. 6, no. 10, pp. 805–816, 2013.
[13] K. Ma, H. Zhang, H. Wang, X. Pan, W. Yu, and D. Yu, "LASER: LLM agent with state-space exploration for web navigation," arXiv preprint, arXiv:2309.08172, 2023.
[14] T. Shi, A. Karpathy, L. Fan, J. Hernandez, and P. Liang, "World of bits: An open-domain platform for web-based agents," in Proc. ICML, pp. 3135–3144, 2017.
[15] B. Kutlu, A. Rabea, and C. R. Udeozor, "LinkedIn for recruitment: An examination of recruiters’ use of ‘Apply’ and ‘Easy Apply’ features," 2018.
[16] P. Dhandre, L. Yadav, and N. Jiwane, "Create an automated job application by using LinkedIn," International Journal of Innovative Research in Computer and Communication Engineering, vol. 12, no. 5, 2024.
[17] K. S. Kumar, P. Srihari, and C. J. Raman, "AI for career growth: Advanced resume analysis and LinkedIn scraping for personalized job recommendations," in Proc. 2nd ICSSAS, IEEE, India, 2024.