← Search

Ann-Sophie Gnehm

2 accepted papers

2025

Improving Occupational ISCO Classification of Multilingual Swiss Job Postings with LLM-Refined Training Data

ACL 2025finding

Classifying occupations in multilingual job postings is challenging due to noisy labels, language variation, and domain-specific terminology. We present a method that refines silver-standard ISCO labels by consolidating them with predictions from pre-fine-tuned models, using large language model (LL…

Cited by 0SourcePDFScholar
2024

Mapping Work Task Descriptions from German Job Ads on the O*NET Work Activities Ontology

COLING 2024main

This work addresses the challenge of extracting job tasks from German job postings and mapping them to the fine-grained work activities classification in the O*NET labor market ontology. By utilizing ontological data with a Multiple Negatives Ranking loss and integrating a modest volume of labeled j…

Cited by 0SourcePDFScholar