Publication: Evaluation of Transfer Learning and Domain Adaptation for Analyzing German-Speaking Job Advertisements
Evaluation of Transfer Learning and Domain Adaptation for Analyzing German-Speaking Job Advertisements
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Gnehm, A.-S., Bühlmann, E., & Clematide, S. (2022). Evaluation of Transfer Learning and Domain Adaptation for Analyzing German-Speaking Job Advertisements. 3892–3901. https://aclanthology.org/2022.lrec-1.414
Abstract
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This paper presents text mining approaches on German-speaking job advertisements to enable social science research on the development of the labour market over the last 30 years. In order to build text mining applications providing information about profession and main task of a job, as well as experience and ICT skills needed, we experiment with transfer learning and domain adaptation. Our main contribution consists in building language models which are adapted to the domain of job advertisements, and their assessment on a broad rang
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- Bühlmann, Eva
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Gnehm, A.-S., Bühlmann, E., & Clematide, S. (2022). Evaluation of Transfer Learning and Domain Adaptation for Analyzing German-Speaking Job Advertisements. 3892–3901. https://aclanthology.org/2022.lrec-1.414
