@inproceedings{marrese-taylor-etal-2019-edit,
    title = "An Edit-centric Approach for {W}ikipedia Article Quality Assessment",
    author = "Marrese-Taylor, Edison  and
      Loyola, Pablo  and
      Matsuo, Yutaka",
    editor = "Xu, Wei  and
      Ritter, Alan  and
      Baldwin, Tim  and
      Rahimi, Afshin",
    booktitle = "Proceedings of the 5th Workshop on Noisy User-generated Text (W-NUT 2019)",
    month = nov,
    year = "2019",
    address = "Hong Kong, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/iwcs-25-ingestion/D19-5550/",
    doi = "10.18653/v1/D19-5550",
    pages = "381--386",
    abstract = "We propose an edit-centric approach to assess Wikipedia article quality as a complementary alternative to current full document-based techniques. Our model consists of a main classifier equipped with an auxiliary generative module which, for a given edit, jointly provides an estimation of its quality and generates a description in natural language. We performed an empirical study to assess the feasibility of the proposed model and its cost-effectiveness in terms of data and quality requirements."
}