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One of the most rapidly evolving and dynamic business sector is the IT domain, where there is a problem finding experienced, skilled and qualified employees. Specialists are essential for developing and implementing new ideas into products.…

Information Retrieval · Computer Science 2019-06-13 Ciprian-Octavian Truică , Adriana Barnoschi

Talent search and recommendation systems at LinkedIn strive to match the potential candidates to the hiring needs of a recruiter or a hiring manager expressed in terms of a search query or a job posting. Recent work in this domain has…

Machine Learning · Computer Science 2018-09-19 Rohan Ramanath , Hakan Inan , Gungor Polatkan , Bo Hu , Qi Guo , Cagri Ozcaglar , Xianren Wu , Krishnaram Kenthapadi , Sahin Cem Geyik

The increasing reliance on online recruitment platforms coupled with the adoption of AI technologies has highlighted the critical need for efficient resume classification methods. However, challenges such as small datasets, lack of…

Computation and Language · Computer Science 2024-07-16 Ahmed Heakl , Youssef Mohamed , Noran Mohamed , Aly Elsharkawy , Ahmed Zaky

This work falls in the areas of information retrieval and semantic web, and aims to improve the evaluation of web search tools. Indeed, the huge number of information on the web as well as the growth of new inexperienced users creates new…

Information Retrieval · Computer Science 2012-12-12 Abdelkrim Bouramoul , Mohamed-Khireddine Kholladi , Bich-Liên Doan

In a recruitment industry, selecting a best CV from a particular job post within a pile of thousand CV's is quite challenging. Finding a perfect candidate for an organization who can be fit to work within organizational culture is a…

Computers and Society · Computer Science 2020-09-22 Rudresh Mishra , Ricardo Rodriguez , Valentin Portillo

Recent advances in LLMs have greatly improved general-domain NLP tasks. Yet, their adoption in critical domains, such as clinical trial recruitment, remains limited. As trials are designed in natural language and patient data is represented…

Computation and Language · Computer Science 2026-01-01 Shrestha Ghosh , Moritz Schneider , Carina Reinicke , Carsten Eickhoff

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

Recruiters usually spend less than a minute looking at each r\'esum\'e when deciding whether it's worth continuing the recruitment process with the candidate. Recruiters focus on keywords, and it's almost impossible to guarantee a fair…

Computation and Language · Computer Science 2016-06-23 Tim Zimmermann , Leo Kotschenreuther , Karsten Schmidt

The rapidly evolving labor market, driven by technological advancements and economic shifts, presents significant challenges for traditional job matching and consultation services. In response, we introduce an advanced support tool for…

Machine Learning · Computer Science 2025-03-05 Julian Rosenberger , Lukas Wolfrum , Sven Weinzierl , Mathias Kraus , Patrick Zschech

Matchmaking arises when supply and demand meet in an electronic marketplace, or when agents search for a web service to perform some task, or even when recruiting agencies match curricula and job profiles. In such open environments, the…

Artificial Intelligence · Computer Science 2011-10-13 T. Di Noia , E. Di Sciascio , F. M. Donini

Job titles form a cornerstone of today's human resources (HR) processes. Within online recruitment, they allow candidates to understand the contents of a vacancy at a glance, while internal HR departments use them to organize and structure…

Computation and Language · Computer Science 2021-09-21 Jens-Joris Decorte , Jeroen Van Hautte , Thomas Demeester , Chris Develder

This paper proposes a novel framework for representing community know-how on the Semantic Web. Procedural knowledge generated by web communities typically takes the form of natural language instructions or videos and is largely…

Artificial Intelligence · Computer Science 2014-11-03 Paolo Pareti , Ewan Klein , Adam Barker

The paper focuses on deep learning semantic search algorithms applied in the HR domain. The aim of the article is developing a novel approach to training a Siamese network to link the skills mentioned in the job ad with the title. It has…

Computation and Language · Computer Science 2023-08-01 Maiia Bocharova , Eugene Malakhov , Vitaliy Mezhuyev

Recognizing toponyms and resolving them to their real-world referents is required for providing advanced semantic access to textual data. This process is often hindered by the high degree of variation in toponyms. Candidate selection is the…

Computation and Language · Computer Science 2020-09-23 Mariona Coll Ardanuy , Kasra Hosseini , Katherine McDonough , Amrey Krause , Daniel van Strien , Federico Nanni

Context: Software practitioners are a primary provider of information for field studies in software engineering. Research typically recruits practitioners through some kind of sampling. But sampling may not in itself recruit credible…

Software Engineering · Computer Science 2021-12-30 Austen Rainer , Claes Wohlin

Enterprise search systems often struggle to retrieve accurate, domain-specific information due to semantic mismatches and overlapping terminologies. These issues can degrade the performance of downstream applications such as knowledge…

Information Retrieval · Computer Science 2025-05-27 Hansa Meghwani , Amit Agarwal , Priyaranjan Pattnayak , Hitesh Laxmichand Patel , Srikant Panda

Semantic concepts and relations encoded in domain-specific ontologies and other medical semantic resources play a crucial role in deciphering terms in medical queries and documents. The exploitation of these resources for tackling the…

Information Retrieval · Computer Science 2020-05-19 Mohammed Maree , Israa Noor , Khaled Rabayah , Mohammed Belkhatir , Saadat M. Alhashmi

Massive public resume data emerging on the WWW indicates individual-related characteristics in terms of profile and career experiences. Resume Analysis (RA) provides opportunities for many applications, such as talent seeking and…

Human-Computer Interaction · Computer Science 2018-12-06 Chen Zhang , Hao Wang , Yingcai Wu

This paper addresses the limitations of traditional keyword-based search in understanding user intent and introduces a novel hybrid search approach that leverages the strengths of non-semantic search engines, Large Language Models (LLMs),…

Information Retrieval · Computer Science 2024-09-09 Aman Ahluwalia , Bishwajit Sutradhar , Karishma Ghosh , Indrapal Yadav , Arpan Sheetal , Prashant Patil

E-Learning is efficient, task relevant and just-in-time learning grown from the learning requirements of the new and dynamically changing world. The term Semantic Web covers the steps to create a new WWW architecture that augments the…

Computers and Society · Computer Science 2012-09-17 Khurram Naim Shamsi , Zafar Iqbal Khan