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20232026
most citedDeep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings

2 citations · 3 across the 10 of their papers we have counts for

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Showing 2024 · cs.CLShow all

6 papers · 2 filters

cs.CL2024

KARRIEREWEGE: A Large Scale Career Path Prediction Dataset

Elena Senger, Yuri Campbell, Rob van der Goot +1

Accurate career path prediction can support many stakeholders, like job seekers, recruiters, HR, and project managers. However, publicly available data and tools for career path pr…

cs.CL2024

How to Encode Domain Information in Relation Classification

Elisa Bassignana, Viggo Unmack Gascou, Frida Nøhr Laustsen +4

Current language models require a lot of training data to obtain high performance. For Relation Classification (RC), many datasets are domain-specific, so combining datasets to obt…

cs.CL2024★ 2 cited

Deep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings

Elena Senger, Mike Zhang, Rob van der Goot +1

Recent years have brought significant advances to Natural Language Processing (NLP), which enabled fast progress in the field of computational job market analysis. Core tasks in th…

cs.CL2024

EEVEE: An Easy Annotation Tool for Natural Language Processing

Axel Sorensen, Siyao Peng, Barbara Plank +1

Annotation tools are the starting point for creating Natural Language Processing (NLP) datasets. There is a wide variety of tools available; setting up these tools is however a hin…

cs.CL2024

Entity Linking in the Job Market Domain

Mike Zhang, Rob van der Goot, Barbara Plank

In Natural Language Processing, entity linking (EL) has centered around Wikipedia, but yet remains underexplored for the job market domain. Disambiguating skill mentions can help u…

cs.CL2024★ 1 cited

NNOSE: Nearest Neighbor Occupational Skill Extraction

Mike Zhang, Rob van der Goot, Min-Yen Kan +1

The labor market is changing rapidly, prompting increased interest in the automatic extraction of occupational skills from text. With the advent of English benchmark job descriptio…