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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

Systematic reviews are essential to summarizing the results of different clinical and social science studies. The first step in a systematic review task is to identify all the studies relevant to the review. The task of identifying relevant…

Information Retrieval · Computer Science 2018-01-30 Gaurav Singh , James Thomas , John Shawe-Taylor

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

Finding the most relevant person for a job proposal in real time is challenging, especially when resumes are long, structured, and multilingual. In this paper, we propose a re-ranking model based on a new generation of late cross-attention…

Computation and Language · Computer Science 2026-01-19 Warren Jouanneau , Emma Jouffroy , Marc Palyart

Job transitions and upskilling are common actions taken by many industry working professionals throughout their career. With the current rapidly changing job landscape where requirements are constantly changing and industry sectors are…

Machine Learning · Computer Science 2019-07-26 Alan Chern , Phuong Hoang , Madhav Sigdel , Janani Balaji , Mohammed Korayem

The wide spread use of online recruitment services has led to information explosion in the job market. As a result, the recruiters have to seek the intelligent ways for Person Job Fit, which is the bridge for adapting the right job seekers…

Artificial Intelligence · Computer Science 2018-12-24 Chuan Qin , Hengshu Zhu , Tong Xu , Chen Zhu , Liang Jiang , Enhong Chen , Hui Xiong

A reliable resume-job matching system helps a company recommend suitable candidates from a pool of resumes and helps a job seeker find relevant jobs from a list of job posts. However, since job seekers apply only to a few jobs, interaction…

Computation and Language · Computer Science 2025-03-04 Xiao Yu , Ruize Xu , Chengyuan Xue , Jinzhong Zhang , Xu Ma , Zhou Yu

With the rise of social networks, information on the internet is no longer solely organized by web pages. Rather, content is generated and shared among users and organized around their social relations on social networks. This presents new…

Information Retrieval · Computer Science 2020-05-12 Yunzhong He , Wenyuan Li , Liang-Wei Chen , Gabriel Forgues , Xunlong Gui , Sui Liang , Bo Hou

Automatic question generation is a critical task that involves evaluating question quality by considering factors such as engagement, pedagogical value, and the ability to stimulate critical thinking. These aspects require human-like…

Computation and Language · Computer Science 2025-03-26 Aniket Deroy , Subhankar Maity , Sudeshna Sarkar

With the recent advancements in information technology there has been a huge surge in amount of data available. But information retrieval technology has not been able to keep up with this pace of information generation resulting in over…

Computation and Language · Computer Science 2017-10-24 Nishant Nikhil , Muktabh Mayank Srivastava

Deep learning, a branch of artificial intelligence, is a data-driven method that uses multiple layers of interconnected units or neurons to learn intricate patterns and representations directly from raw input data. Empowered by this…

Machine Learning · Computer Science 2025-07-28 Mohd Halim Mohd Noor , Ayokunle Olalekan Ige

Fake job postings have become prevalent in the online job market, posing significant challenges to job seekers and employers. Despite the growing need to address this problem, there is limited research that leverages deep learning…

Machine Learning · Computer Science 2023-04-06 Aravind Sasidharan Pillai

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

Recommendation systems have become ubiquitous in today's online world and are an integral part of practically every e-commerce platform. While traditional recommender systems use customer history, this approach is not feasible in 'cold…

Machine Learning · Computer Science 2019-05-14 Michael Shekasta , Gilad Katz , Asnat Greenstein-Messica , Lior Rokach , Bracha Shapira

Crafting the ideal, job-specific resume is a challenging task for many job applicants, especially for early-career applicants. While it is highly recommended that applicants tailor their resume to the specific role they are applying for,…

Computation and Language · Computer Science 2024-05-09 Saurabh Bhausaheb Zinjad , Amrita Bhattacharjee , Amey Bhilegaonkar , Huan Liu

Large language models (LLMs) are increasingly being introduced in workplace settings, with the goals of improving efficiency and fairness. However, concerns have arisen regarding these models' potential to reflect or exacerbate social…

Computers and Society · Computer Science 2024-11-18 Lena Armstrong , Abbey Liu , Stephen MacNeil , Danaë Metaxa

In this paper, we suggest a novel method to help learners find relevant open educational videos to master skills demanded on the labour market. We have built a prototype, which 1) applies text classification and text mining methods on job…

Computers and Society · Computer Science 2020-05-22 Mohammadreza Tavakoli , Sherzod Hakimov , Ralph Ewerth , Gábor Kismihók

Recruitment of appropriate people for certain positions is critical for any companies or organizations. Manually screening to select appropriate candidates from large amounts of resumes can be exhausted and time-consuming. However, there is…

Information Retrieval · Computer Science 2018-10-09 Yong Luo , Huaizheng Zhang , Yongjie Wang , Yonggang We , Xinwen Zhang

In this paper, we derive an algorithmic fairness metric from the fairness notion of equal opportunity for equally qualified candidates for recommendation algorithms commonly used by two-sided marketplaces. We borrow from the economic…

General Economics · Economics 2022-08-23 YinYin Yu , Guillaume Saint-Jacques

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
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