@inproceedings{abercrombie-etal-2023-resources,
    title = "Resources for Automated Identification of Online Gender-Based Violence: A Systematic Review",
    author = "Abercrombie, Gavin  and
      Jiang, Aiqi  and
      Gerrard-abbott, Poppy  and
      Konstas, Ioannis  and
      Rieser, Verena",
    editor = {Chung, Yi-ling  and
      R{{\textbackslash}"ottger}, Paul  and
      Nozza, Debora  and
      Talat, Zeerak  and
      Mostafazadeh Davani, Aida},
    booktitle = "The 7th Workshop on Online Abuse and Harms (WOAH)",
    month = jul,
    year = "2023",
    address = "Toronto, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.woah-1.17",
    doi = "10.18653/v1/2023.woah-1.17",
    pages = "170--186",
    abstract = "Online Gender-Based Violence (GBV), such as misogynistic abuse is an increasingly prevalent problem that technological approaches have struggled to address. Through the lens of the GBV framework, which is rooted in social science and policy, we systematically review 63 available resources for automated identification of such language. We find the datasets are limited in a number of important ways, such as their lack of theoretical grounding and stakeholder input, static nature, and focus on certain media platforms. Based on this review, we recommend development of future resources rooted in sociological expertise andcentering stakeholder voices, namely GBV experts and people with lived experience of GBV.",
}

Online Gender-Based Violence (GBV), such as misogynistic abuse is an increasingly prevalent problem that technological approaches have struggled to address. Through the lens of the GBV framework, which is rooted in social science and policy, we systematically review 63 available resources for automated identification of such language. We find the datasets are limited in a number of important ways, such as their lack of theoretical grounding and stakeholder input, static nature, and focus on certain media platforms. Based on this review, we recommend development of future resources rooted in sociological expertise andcentering stakeholder voices, namely GBV experts and people with lived experience of GBV.
Abercrombie, Gavin Jiang, Aiqi Gerrard-abbott, Poppy Konstas, Ioannis Rieser, Verena
Resources for Automated Identification of Online Gender-Based Violence: A Systematic Review