readme: 
  ---
  language: de
  license: cc-by-nc-sa-4.0
  
  ---
  ## jobGBERT
  
  This is a domain-adapted transformer-based language model for German-speaking job advertisements.
  
  Is is based on [deepset/gbert-base](https://huggingface.co/deepset/gbert-base), and adapted to the domain of job advertisements trough continued in-domain pretraining on 4 million German-speaking job ads from Switzerland 1990-2020 (5.9 GB data).
  
  
  ### Overview
  
  **Architecture:** BERT base <br>
  **Language:** German <br>
  **Domain:** Job advertisements <br>
  **See also:** [agne/jobBERT-de](https://huggingface.co/agne/jobBERT-de)
  
  ### License
  
  Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (cc-by-nc-sa-4.0)
  
  Please use the following citation when using our model:
  
  ```bibtex
  @inproceedings{
      title = "Evaluation of Transfer Learning and Domain Adaptation for Analyzing German-Speaking Job Advertisements",
      author = "Gnehm, Ann-Sophie and
        Bühlmann, Eva and
        Clematide, Simon",
      booktitle = "Proceedings of the 13th Language Resources and Evaluation Conference",
      month = june,
      year = "2022",
      address = "Marseille, France",
      publisher = "European Language Resources Association",
  }
  ```
  ### Intended usage and limitations
  
  You can use the model for masked language modeling, but it's intended to be fine-tuned on a downstream task.
  
  The model is trained on German-Speaking job ads from Switzerland. It inherits potential bias of its base model, and may contain biases and stereotypes common in job advertisements.
  
  ### About us
  
  Ann-Sophie Gnehm: `gnehm [at] soziologie.uzh.ch` <br>
  Eva Bühlmann: `bühlmann [at] soziologie.uzh.ch` <br>
  Simon Clematide: `simon.clematide [at] cl.uzh.ch` <br>
  
  The  [Swiss Job Market Monitor](https://www.stellenmarktmonitor.uzh.ch/en.html) aims at systematically expanding scientific knowledge about the job market and improving labour market transparency by informing the general public about current developments on the job market.
  
  **Get in touch:** [Mail](mailto:gnehm@soziologie.uzh.ch)  [Website](https://www.stellenmarktmonitor.uzh.ch/en.html) [Zenodo](https://doi.org/10.5281/zenodo.6497853) [SWISSUbase](https://www.swissubase.ch/de/catalogue/studies/11998/18157/overview)
  