ESCOXLM-R: Multilingual Taxonomy-driven Pre-training for the Job Market Domain

Keyphrases

• Job Market 100%
• XLM-R 66%
• Natural Language Processing 33%
• Sequence Labeling 33%
• Job-related 33%
• De-identification 33%
• Processing Task 33%
• Language Model 33%
• Classification Task 33%
• Masked Language Model 33%
• Skill Classification 33%
• Skill Extraction 33%
• Multilingual Models 33%
• Training Objectives 33%
• Surface Level 33%
• Skills Competence 33%

Computer Science

• Language Modeling 100%
• Natural Language Processing 50%
• Processing Task 50%
• Classification Task 50%
• Training Objective 50%

Social Sciences

• Professional Occupations 100%
• Language Modeling 50%
• Natural Language Processing 25%
• Job Title 25%