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  author    = {Jacob Devlin and
               Ming{-}Wei Chang and
               Kenton Lee and
               Kristina Toutanova},
  editor    = {Jill Burstein and
               Christy Doran and
               Thamar Solorio},
  title     = {{BERT:} Pre-training of Deep Bidirectional Transformers for Language
               Understanding},
  booktitle = {Proceedings of the 2019 Conference of the North American Chapter of
               the Association for Computational Linguistics: Human Language Technologies,
               {NAACL-HLT} 2019, Minneapolis, MN, USA, June 2-7, 2019, Volume 1 (Long
               and Short Papers)},
  pages     = {4171--4186},
  publisher = {Association for Computational Linguistics},
  year      = {2019},
  url       = {https://doi.org/10.18653/v1/n19-1423},
  doi       = {10.18653/v1/n19-1423},
  timestamp = {Tue, 28 Jan 2020 10:30:29 +0100},
  biburl    = {https://dblp.org/rec/conf/naacl/DevlinCLT19.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{10.1145/2939672.2939778,
author = {Ribeiro, Marco Tulio and Singh, Sameer and Guestrin, Carlos},
title = {"Why Should I Trust You?": Explaining the Predictions of Any Classifier},
year = {2016},
isbn = {9781450342322},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/2939672.2939778},
doi = {10.1145/2939672.2939778},
booktitle = {Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
pages = {1135–1144},
numpages = {10},
keywords = {interpretability, black box classifier, interpretable machine learning, explaining machine learning},
location = {San Francisco, California, USA},
series = {KDD '16}
}

@article{joshi-etal-2020-spanbert,
    title = "{S}pan{BERT}: Improving Pre-training by Representing and Predicting Spans",
    author = "Joshi, Mandar  and
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      Liu, Yinhan  and
      Weld, Daniel S.  and
      Zettlemoyer, Luke  and
      Levy, Omer",
    journal = "Transactions of the Association for Computational Linguistics",
    volume = "8",
    year = "2020",
    url = "https://www.aclweb.org/anthology/2020.tacl-1.5",
    doi = "10.1162/tacl_a_00300",
    pages = "64--77",
}

@article{10.5555/1390681.1442794,
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title = {LIBLINEAR: A Library for Large Linear Classification},
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pages = {1871–1874},
numpages = {4}
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@inproceedings{10.1145/3038912.3052591,
author = {Wulczyn, Ellery and Thain, Nithum and Dixon, Lucas},
title = {Ex Machina: Personal Attacks Seen at Scale},
year = {2017},
isbn = {9781450349130},
publisher = {International World Wide Web Conferences Steering Committee},
address = {Republic and Canton of Geneva, CHE},
url = {https://doi.org/10.1145/3038912.3052591},
doi = {10.1145/3038912.3052591},
booktitle = {Proceedings of the 26th International Conference on World Wide Web},
pages = {1391–1399},
numpages = {9},
keywords = {online discussions, wikipedia, online harassment},
location = {Perth, Australia},
series = {WWW '17}
}

@inproceedings{borkan2019nuanced,
author = {Borkan, Daniel and Dixon, Lucas and Sorensen, Jeffrey and Thain, Nithum and Vasserman, Lucy},
title = {Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification},
year = {2019},
isbn = {9781450366755},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3308560.3317593},
doi = {10.1145/3308560.3317593},
booktitle = {Companion Proceedings of The 2019 World Wide Web Conference},
pages = {491–500},
numpages = {10},
location = {San Francisco, USA},
series = {WWW '19}
}

@inproceedings{schmidt-wiegand-2017-survey,
    title = "A Survey on Hate Speech Detection using Natural Language Processing",
    author = "Schmidt, Anna  and
      Wiegand, Michael",
    booktitle = "Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media",
    month = apr,
    year = "2017",
    address = "Valencia, Spain",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/W17-1101",
    doi = "10.18653/v1/W17-1101",
    pages = "1--10",
}

@inproceedings{pavlopoulos-etal-2017-deeper,
    title = "Deeper Attention to Abusive User Content Moderation",
    author = "Pavlopoulos, John  and
      Malakasiotis, Prodromos  and
      Androutsopoulos, Ion",
    booktitle = "Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing",
    month = sep,
    year = "2017",
    address = "Copenhagen, Denmark",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/D17-1117",
    doi = "10.18653/v1/D17-1117",
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}

@inproceedings{zampieri-etal-2019-semeval,
    title = "{S}em{E}val-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media ({O}ffens{E}val)",
    author = "Zampieri, Marcos  and
      Malmasi, Shervin  and
      Nakov, Preslav  and
      Rosenthal, Sara  and
      Farra, Noura  and
      Kumar, Ritesh",
    booktitle = "Proceedings of the 13th International Workshop on Semantic Evaluation",
    month = jun,
    year = "2019",
    address = "Minneapolis, Minnesota, USA",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/S19-2010",
    doi = "10.18653/v1/S19-2010",
    pages = "75--86",
    }

@inproceedings{pavlopoulos-etal-2017-deep,
    title = "Deep Learning for User Comment Moderation",
    author = "Pavlopoulos, John  and
      Malakasiotis, Prodromos  and
      Androutsopoulos, Ion",
    booktitle = "Proceedings of the First Workshop on Abusive Language Online",
    month = aug,
    year = "2017",
    address = "Vancouver, BC, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/W17-3004",
    doi = "10.18653/v1/W17-3004",
    pages = "25--35",
}

@inproceedings{pavlopoulos-etal-2019-convai,
    title = "{C}onv{AI} at {S}em{E}val-2019 Task 6: Offensive Language Identification and Categorization with Perspective and {BERT}",
    author = "Pavlopoulos, John  and
      Thain, Nithum  and
      Dixon, Lucas  and
      Androutsopoulos, Ion",
    booktitle = "Proceedings of the 13th International Workshop on Semantic Evaluation",
    month = jun,
    year = "2019",
    address = "Minneapolis, Minnesota, USA",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/S19-2102",
    doi = "10.18653/v1/S19-2102",
    pages = "571--576",
}

@inproceedings{da-san-martino-etal-2019-fine,
    title = "Fine-Grained Analysis of Propaganda in News Article",
    author = "Da San Martino, Giovanni  and
      Yu, Seunghak  and
      Barr{\'o}n-Cede{\~n}o, Alberto  and
      Petrov, Rostislav  and
      Nakov, Preslav",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)",
    month = nov,
    year = "2019",
    address = "Hong Kong, China",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/D19-1565",
    doi = "10.18653/v1/D19-1565",
    pages = "5636--5646",
}

@inproceedings{NIPS2017_3f5ee243,
 author = {Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, \L ukasz and Polosukhin, Illia},
 booktitle = {Advances in Neural Information Processing Systems},
 editor = {I. Guyon and U. V. Luxburg and S. Bengio and H. Wallach and R. Fergus and S. Vishwanathan and R. Garnett},
 pages = {},
 publisher = {Curran Associates, Inc.},
 title = {Attention is All you Need},
 url = {https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf},
 volume = {30},
 year = {2017}
}

@inproceedings{sanh2019distilbert,
  title={DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter},
  author={Sanh, Victor and Debut, Lysandre and Chaumond, Julien and Wolf, Thomas},
  booktitle={NeurIPS EMC2 Workshop},
  year={2019}
}

@inproceedings{alami-etal-2020-lisac,
    title = "{LISAC} {FSDM}-{USMBA} Team at {S}em{E}val-2020 Task 12: Overcoming {A}ra{BERT}{'}s pretrain-finetune discrepancy for {A}rabic offensive language identification",
    author = "Alami, Hamza  and
      Ouatik El Alaoui, Said  and
      Benlahbib, Abdessamad  and
      En-nahnahi, Noureddine",
    booktitle = "Proceedings of the Fourteenth Workshop on Semantic Evaluation",
    month = dec,
    year = "2020",
    address = "Barcelona (online)",
    publisher = "International Committee for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/2020.semeval-1.275",
    pages = "2080--2085",
}

@inproceedings{semeval2021task5,
    title = "Semeval-2021 task 5: Toxic spans detection",
    author = "Pavlopoulos, John  and
    Androutsopoulos, Ion and
    Sorensen, Jeffrey and
    Laugier, Léo",
    booktitle = "Proceedings of the 15th International Workshop on Semantic Evaluation",
    year = "2021",
    address = "",
    month = August,
    publisher = "International Committee for Computational Linguistics"
}