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Related papers: Smart Hiring Redefined: An Intelligent Recruitment…

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The recruitment of new personnel is one of the most essential business processes which affect the quality of human capital within any company. It is highly essential for the companies to ensure the recruitment of right talent to maintain a…

Machine Learning · Computer Science 2015-04-09 Gaurav Singh Thakur , Anubhav Gupta , Sangita Gupta

Hiring processes often involve the manual screening of hundreds of resumes for each job, a task that is time and effort consuming, error-prone, and subject to human bias. This paper presents Smart-Hiring, an end-to-end Natural Language…

Computation and Language · Computer Science 2025-11-05 Kenza Khelkhal , Dihia Lanasri

The accurate applicant selection for university education is imperative to ensure fairness and optimal use of institutional resources. Although various approaches are operational in tertiary educational institutions for selecting…

Artificial Intelligence · Computer Science 2015-07-10 Oludayo O. Olugbara , Manish Joshi , Michael M. Modiba , Virendrakumar C. Bhavsar

In the last few decades, companies are interested to adopt an online automated recruitment process in an international recruitment environment. The problem is that the recruitment of employees through the manual procedure is a time and…

Information Retrieval · Computer Science 2022-02-21 Amine Barrak , Bram Adams , Amal Zouaq

The rapid development of the Internet has led to introducing new methods for e-recruitment and human resources management. These methods aim to systematically address the limitations of conventional recruitment procedures through…

Computers and Society · Computer Science 2020-04-28 M. Maree , A. Kmail , M. Belkhatir

Automatic matching of job offers and job candidates is a major problem for a number of organizations and job applicants that if it were successfully addressed could have a positive impact in many countries around the world. In this context,…

Other Computer Science · Computer Science 2023-05-08 Jorge Martinez-Gil , Alejandra Lorena Paoletti , Mario Pichler

Resume screening is a critical yet time-intensive process in talent acquisition, requiring recruiters to analyze vast volume of job applications while remaining objective, accurate, and fair. With the advancements in Large Language Models…

Computation and Language · Computer Science 2025-05-14 Frank P. -W. Lo , Jianing Qiu , Zeyu Wang , Haibao Yu , Yeming Chen , Gao Zhang , Benny Lo

Job search through online matching engines nowadays are very prominent and beneficial to both job seekers and employers. But the solutions of traditional engines without understanding the semantic meanings of different resumes have not kept…

Computation and Language · Computer Science 2016-07-27 Yiou Lin , Hang Lei , Prince Clement Addo , Xiaoyu Li

The recruitment process significantly impacts an organization's performance, productivity, and culture. Traditionally, human resource experts and industrial-organizational psychologists have developed systematic hiring methods, including…

Computers and Society · Computer Science 2025-05-20 Dena F. Mujtaba , Nihar R. Mahapatra

Talent search is a cornerstone of modern recruitment systems, yet existing approaches often struggle to capture nuanced job-specific preferences, model recruiter behavior at a fine-grained level, and mitigate noise from subjective human…

Information Retrieval · Computer Science 2025-12-02 Jihang Li , Bing Xu , Zulong Chen , Chuanfei Xu , Minping Chen , Suyu Liu , Ying Zhou , Zeyi Wen

During job recruitment, traditional applicant selection methods often lack transparency. Candidates are rarely given sufficient justifications for recruiting decisions, whether they are made manually by human recruiters or through the use…

Computers and Society · Computer Science 2025-05-28 Aditya Bhattacharya , Katrien Verbert

Application of Information Technology (IT) in the domain of Human Resource Management (HRM) systems is a sine qua non for any organization for successfully adopting and implementing Fourth Industrial Revolution (Industry 4.0). However,…

Cryptography and Security · Computer Science 2019-02-13 Md Mehedi Hassan Onik , Mahdi H. Miraz , Chul-Soo Kim

Early-stage candidate validation is a major bottleneck in hiring, because recruiters must reconcile heterogeneous inputs (resumes, screening answers, code assignments, and limited public evidence). This paper presents an AI-driven, modular…

Artificial Intelligence · Computer Science 2025-12-25 Vira Filatova , Andrii Zelenchuk , Dmytro Filatov

As recruitment and talent acquisition have become more and more competitive, recruitment firms have become more sophisticated in using machine learning (ML) methodologies for optimizing their day to day activities. But, most of published ML…

Machine Learning · Computer Science 2024-11-26 Md Ahsanul Kabir , Kareem Abdelfatah , Shushan He , Mohammed Korayem , Mohammad Al Hasan

The recruitment process is a slow and inefficient one at best, and a potentially ineffective one at worst. Matching candidates to jobs is one thing, but matching candidates with jobs alongside appropriate expectations and taking into…

Computers and Society · Computer Science 2016-08-24 Martin A. Coleman

The susceptibility to biases and discrimination is a pressing issue in today's labor markets. While digital recruitment systems play an increasingly significant role in human resource management, a systematic understanding of human-centered…

Human-Computer Interaction · Computer Science 2026-04-21 Changyang He , Yue Deng , Alessandro Fabris , Bo Li , Asia Biega

Automated recruitment tools are proliferating. While having the promise of improving efficiency, various risks, including bias, challenges the potential of these tools. An in-depth understanding of the perceived risk factors and needs from…

Human-Computer Interaction · Computer Science 2023-01-31 Mitra Lashkari , Jinghui Cheng

With the ever-increasing growth of online recruitment data, job-resume matching has become an important task to automatically match jobs with suitable resumes. This task is typically casted as a supervised text matching problem. Supervised…

Computation and Language · Computer Science 2020-09-29 Shuqing Bian , Xu Chen , Wayne Xin Zhao , Kun Zhou , Yupeng Hou , Yang Song , Tao Zhang , Ji-Rong Wen

Artificial intelligence (AI) is increasingly used in recruitment, yet empirical evidence quantifying its impact on hiring efficiency and candidate selection remains limited. We randomly assign 37,000 applicants for a junior-developer…

Computation and Language · Computer Science 2025-07-14 Ada Aka , Emil Palikot , Ali Ansari , Nima Yazdani

Recruitment in large organisations often involves interviewing a large number of candidates. The process is resource intensive and complex. Therefore, it is important to carry it out efficiently and effectively. Planning the selection…

Software Engineering · Computer Science 2022-04-20 Eshita Sharma , Keshav Gupta , Lubaina Machinewala , Samaksh Dhingra , Shrey Tripathi , Shreyas V S , Sujit Kumar Chakrabarti
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