Text Zoning and Classification for Job Advertisements in German, French and English
We present experiments to structure job ads into text zones and classify them into pro- fessions, industries and management functions, thereby facilitating social science analyses on labor marked demand. Our main contribution are empirical findings on the benefits of contextualized embeddings and the potential of multi-task models for this purpose. With contextualized in-domain embeddings in BiLSTM-CRF models, we reach an accuracy of 91% for token-level text zoning and outperform previous approaches. A multi-tasking BERT model performs well for our classification tasks. We further compare transfer approaches for our multilingual data.
Code (0)
등록된 구현이 없습니다.
Tasks
ManagementSimilar Papers 제목 키워드 기반
Zero-Shot Cross-Lingual Transfer in Legal Domain Using Transformer Models
Zero-shot cross-lingual transfer is an important feature in modern NLP models and architectures to support low-resource languages. In this work, We study zero-shot cross-lingual transfer from English to French and German…
ClassificationCross-Lingual TransferLanguage ModelingLanguage Modelling+6Multilingual Email Zoning
The segmentation of emails into functional zones (also dubbed email zoning) is a relevant preprocessing step for most NLP tasks that deal with emails. However, despite the multilingual character of emails and their appli…
Domain AdaptationSegmentationSentenceFrench and German Corpora for Audience-based Text Type Classification
This paper presents some of the results of the CLASSYN project which investigated the classification of text according to audience-related text types. We describe the design principles and the properties of the French an…
Dependency ParsingGeneral ClassificationText CategorizationText Classification+2Classification of Human- and AI-Generated Texts for English, French, German, and Spanish
In this paper we analyze features to classify human- and AI-generated text for English, French, German and Spanish and compare them across languages. We investigate two scenarios: (1) The detection of text generated by A…
Incorporating Zoning Information into Argument Mining from Biomedical Literature
The goal of text zoning is to segment a text into zones (i.e., Background, Conclusion) that serve distinct functions. Argumentative zoning, a specific text zoning scheme for the scientific domain, is considered as the an…
Argument MiningSentence