Two-Step Occupation Coding

arXiv:2607.20101 · cs.CL, cs.IR · Submitted 2026-07-22 · Read on arXiv

cs.CL, cs.IR

Submitted: 2026-07-22

Updated: 2026-07-22

Code: https://github.com/TM4VETR/two_step_occupation_coding

Terminology

• Accuracy — 19× in this paper · explained in 1 episode
• F1 Score — 16× in this paper · explained in 3 episodes
• Named Entity Recognition — 11× in this paper
• Robustness — 10× in this paper · explained in 5 episodes
• Transformer — 9× in this paper · explained in 2 episodes
• Fine-Tuning — 8× in this paper · explained in 5 episodes
• Interpretability — 5× in this paper · explained in 15 episodes
• Core — 4× in this paper · explained in 2 episodes
• Embeddings — 4× in this paper · explained in 2 episodes
• Noise-aware Training — 4× in this paper
• Ontology — 4× in this paper · explained in 2 episodes
• Benchmark — 3× in this paper · explained in 2 episodes
• Transfer Learning — 3× in this paper · explained in 10 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• Named Entity Recognition (NER) — 2× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Convolutional Neural Networks (CNNs) — 1× in this paper · explained in 2 episodes
• International Standard Classification of Occupations1 — 1× in this paper
• Loss Function — 1× in this paper · explained in 2 episodes
• Optical Character Recognition — 1× in this paper
• Semantic Understanding — 1× in this paper · explained in 2 episodes
• Systematic Bias — 1× in this paper · explained in 3 episodes
• Tokenization — 1× in this paper · explained in 2 episodes
• Transformer Architecture — 1× in this paper · explained in 2 episodes

Sources

• JobBERT: Understanding Job Titles through Skills
• Learning Word Vectors for 157 Languages
• Bidirectional LSTM-CRF Models for Sequence Tagging
• Leveraging the Inherent Hierarchy of Vacancy Titles for Automated Job Ontology Expansion

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering