{"type":"ScholarlyArticle","title":"Automated Content Moderation Using Transparent Solutions and Linguistic Expertise","authors":[{"name":"Veronika Solopova","slug":"veronika-solopova","given":"Veronika","family":"Solopova","affiliation":"Freie Universität Berlin , Germany"}],"abstract":"Since the dawn of Transformer-based models, the trade-off between transparency and accuracy has been a topical issue in the NLP community. Working towards ethical and transparent automated content moderation (ACM), my goal is to find where it is still relevant to implement linguistic expertise. I show that transparent statistical models based on linguistic knowledge can still be competitive, while linguistic features have many other useful applications.","doi":"10.24963/ijcai.2023/823","url":"https://ijcai.org/proceedings/2023/823","pdf":"https://ijcai.org/proceedings/2023/0823.pdf","markdown":"https://ijcai.org/proceedings/2023/823.md","bibtex":"https://ijcai.org/proceedings/2023/bibtex/823","volume":{"slug":"2023","title":"Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2023","url":"https://ijcai.org/proceedings/2023/","year":2023,"location":"Macao, SAR","dates":"19-25 August 2023","editors":"Edith Elkind","isbn":"978-1-956792-03-4","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2023"},"section":"Doctoral Consortium","track":"Doctoral Consortium","number":823,"pages":{"first":7097,"last":7098},"keywords":["Natural Language Processing: NLP: Applications","AI Ethics, Trust, Fairness: ETF: Explainability and interpretability","Natural Language Processing: NLP: Interpretability and analysis of models for NLP"],"videos":[],"references":[{"position":1,"raw":"[Devlin et al., 2018] Jacob Devlin, Ming-Wei Chang, Ken- ton Lee, and Kristina Toutanova. BERT: pre-training of deep bidirectional transformers for language understand- ing. CoRR, abs/1810.04805, 2018.","title":"BERT: pre-training of deep bidirectional transformers for language understanding","authors":"Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova","year":"2018","venue":null,"doi":null,"url":null,"internal_url":null},{"position":2,"raw":"[Gaderer, 2018] Rupert Gaderer. Shitstorm. das eigentliche übel der vernetzten gesellschaft. Felix Meiner, 2018.","title":"Shitstorm. das eigentliche übel der vernetzten gesellschaft","authors":"Rupert Gaderer","year":"2018","venue":null,"doi":null,"url":null,"internal_url":null},{"position":3,"raw":"[Scheffler et al., 2021] Tatjana Scheffler, Veronika Solopova, and Mihaela Popa-Wyatt. The telegram chronicles of online harm. Journal of Open Humanities Data, Jul 2021.","title":"The telegram chronicles of online harm","authors":"Tatjana Scheffler, Veronika Solopova, Mihaela Popa-Wyatt","year":"2021","venue":"Journal of Open Humanities Data","doi":null,"url":null,"internal_url":null},{"position":4,"raw":"[Scheffler et al., 2022] Tatjana Scheffler, Veronika Solopova, and Mihaela Popa-Wyatt. Verbreitungsmecha- nismen schädigender sprache im netz: Anatomie zweier shitstorms. Hassrede, Shitstorm und Darstellungspolitiken virtueller Affekt Workshop, 2022.","title":"Verbreitungsmechanismen schädigender sprache im netz: Anatomie zweier shitstorms. Hassrede, Shitstorm und Darstellungspolitiken virtueller Affekt Workshop","authors":"Tatjana Scheffler, Veronika Solopova, Mihaela Popa-Wyatt","year":"2022","venue":null,"doi":null,"url":null,"internal_url":null},{"position":5,"raw":"[Steiger et al., 2021] Miriah Steiger, Timir J Bharucha, Sukrit Venkatagiri, Martin J. Riedl, and Matthew Lease. The psychological well-being of content moderators: The emotional labor of commercial moderation and avenues for improving support. In Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems, CHI '21, New York, NY, USA, 2021. Association for Computing Machinery.","title":"The psychological well-being of content moderators: The emotional labor of commercial moderation and avenues for improving support","authors":"Miriah Steiger, J Timir, Sukrit Bharucha, Martin J Venkatagiri, Matthew Riedl, Lease","year":"2021","venue":"Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems, CHI '21","doi":null,"url":null,"internal_url":null}],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}