@proceedings{dash-2022-data,
    title = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.0/",
    doi = "10.18653/v1/2022.dash-1.0"
}
@inproceedings{zhang-etal-2022-meganno,
    title = "{MEGA}nno: Exploratory Labeling for {NLP} in Computational Notebooks",
    author = "Zhang, Dan  and
      Kim, Hannah  and
      Li Chen, Rafael  and
      Kandogan, Eser  and
      Hruschka, Estevam",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.1/",
    doi = "10.18653/v1/2022.dash-1.1",
    pages = "1--7"
}
@inproceedings{lu-etal-2022-cross,
    title = "Cross-lingual Short-text Entity Linking: Generating Features for Neuro-Symbolic Methods",
    author = "Lu, Qiuhao  and
      Gurajada, Sairam  and
      Sen, Prithviraj  and
      Popa, Lucian  and
      Dou, Dejing  and
      Nguyen, Thien",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.2/",
    doi = "10.18653/v1/2022.dash-1.2",
    pages = "8--14"
}
@inproceedings{wein-schneider-2022-crowdsourcing,
    title = "Crowdsourcing Preposition Sense Disambiguation with High Precision via a Priming Task",
    author = "Wein, Shira  and
      Schneider, Nathan",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.3/",
    doi = "10.18653/v1/2022.dash-1.3",
    pages = "15--22"
}
@inproceedings{shukla-etal-2022-dosa,
    title = "{D}o{SA} : A System to Accelerate Annotations on Business Documents with Human-in-the-Loop",
    author = "Shukla, Neelesh  and
      Raja, Msp  and
      Katikeri, Raghu  and
      Vaid, Amit",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.4/",
    doi = "10.18653/v1/2022.dash-1.4",
    pages = "23--27"
}
@inproceedings{huang-etal-2022-execution,
    title = "Execution-based Evaluation for Data Science Code Generation Models",
    author = "Huang, Junjie  and
      Wang, Chenglong  and
      Zhang, Jipeng  and
      Yan, Cong  and
      Cui, Haotian  and
      Inala, Jeevana Priya  and
      Clement, Colin  and
      Duan, Nan",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.5/",
    doi = "10.18653/v1/2022.dash-1.5",
    pages = "28--36"
}
@inproceedings{amspoker-petruck-2022-gamified,
    title = "A Gamified Approach to Frame Semantic Role Labeling",
    author = "Amspoker, Emily  and
      Petruck, Miriam R L",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.6/",
    doi = "10.18653/v1/2022.dash-1.6",
    pages = "37--42"
}
@inproceedings{hanafi-etal-2022-comparative,
    title = "A Comparative Analysis between Human-in-the-loop Systems and Large Language Models for Pattern Extraction Tasks",
    author = "Hanafi, Maeda  and
      Katsis, Yannis  and
      Jindal, Ishan  and
      Popa, Lucian",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.7/",
    doi = "10.18653/v1/2022.dash-1.7",
    pages = "43--50"
}
@inproceedings{edwards-etal-2022-guiding,
    title = "Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification",
    author = "Edwards, Aleksandra  and
      Ushio, Asahi  and
      Camacho-collados, Jose  and
      Ribaupierre, Helene  and
      Preece, Alun",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.8/",
    doi = "10.18653/v1/2022.dash-1.8",
    pages = "51--63"
}
@inproceedings{kumar-etal-2022-partially,
    title = "Partially Humanizing Weak Supervision: Towards a Better Low Resource Pipeline for Spoken Language Understanding",
    author = "Kumar, Ayush  and
      Tripathi, Rishabh  and
      Vepa, Jithendra",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.9/",
    doi = "10.18653/v1/2022.dash-1.9",
    pages = "64--73"
}
@inproceedings{kamath-etal-2022-improving,
    title = "Improving Human Annotation Effectiveness for Fact Collection by Identifying the Most Relevant Answers",
    author = "Kamath, Pranav  and
      Sun, Yiwen  and
      Semere, Thomas  and
      Green, Adam  and
      Manley, Scott  and
      Qi, Xiaoguang  and
      Qian, Kun  and
      Li, Yunyao",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.10/",
    doi = "10.18653/v1/2022.dash-1.10",
    pages = "74--80"
}
@inproceedings{sean-etal-2022-ava,
    title = "{AVA}-{TMP}: A Human-in-the-Loop Multi-layer Dynamic Topic Modeling Pipeline",
    author = "Sean, Viseth  and
      Danaee, Padideh  and
      Yang, Yang  and
      Kardes, Hakan",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.11/",
    doi = "10.18653/v1/2022.dash-1.11",
    pages = "81--87"
}
@inproceedings{laskar-etal-2022-improving,
    title = "Improving Named Entity Recognition in Telephone Conversations via Effective Active Learning with Human in the Loop",
    author = "Laskar, Md Tahmid Rahman  and
      Chen, Cheng  and
      Fu, Xue-yong  and
      Bhushan Tn, Shashi",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.12/",
    doi = "10.18653/v1/2022.dash-1.12",
    pages = "88--93"
}
@inproceedings{pacheco-etal-2022-interactively,
    title = "Interactively Uncovering Latent Arguments in Social Media Platforms: A Case Study on the Covid-19 Vaccine Debate",
    author = "Pacheco, Maria Leonor  and
      Islam, Tunazzina  and
      Ungar, Lyle  and
      Yin, Ming  and
      Goldwasser, Dan",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.13/",
    doi = "10.18653/v1/2022.dash-1.13",
    pages = "94--111"
}
@inproceedings{wan-etal-2022-user,
    title = "User or Labor: An Interaction Framework for Human-Machine Relationships in {NLP}",
    author = "Wan, Ruyuan  and
      Etori, Naome  and
      Badillo-urquiola, Karla  and
      Kang, Dongyeop",
    editor = "Dragut, Eduard  and
      Li, Yunyao  and
      Popa, Lucian  and
      Vucetic, Slobodan  and
      Srivastava, Shashank",
    booktitle = "Proceedings of the Fourth Workshop on Data Science with Human-in-the-Loop (Language Advances)",
    month = dec,
    year = "2022",
    address = "Abu Dhabi, United Arab Emirates (Hybrid)",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2022.dash-1.14/",
    doi = "10.18653/v1/2022.dash-1.14",
    pages = "112--121"
}