@preprint{kim2022prosocialDialog,
  title={ProsocialDialog: A Prosocial Backbone for Conversational Agents},
  author={Kim, Hyunwoo and Yu, Youngjae and Jiang, Liwei and Lu, Ximing and Khashabi, Daniel and Kim, Gunhee and Choi, Yejin and Sap, Maarten},
  url={https://arxiv.org/abs/2205.12688},
  year={2022},
  journal={arXiv},
}
@inproceedings{sap2022annotatorsWithAttitudes,
  title={Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection},
  author={Sap, Maarten and Swayamdipta, Swabha and Vianna, Laura and Zhou, Xuhui and Choi, Yejin and Smith, Noah A.},
  url={https://arxiv.org/abs/2111.07997},
  year={2022},
  journal={NAACL},
}
@inproceedings{ammanabrolu2022galad,
  title={Aligning to Social Norms and Values in Interactive Narratives},
  author={Ammanabrolu, Prithviraj and Jiang, Liwei and Sap, Maarten and Hajishirzi, Hanna and Choi, Yejin and Smith, Noah A.},
  year={2022},
  journal={NAACL},
  url={https://arxiv.org/abs/2205.01975},
}
@inproceedings{hartvigsen2022toxigen,
  title={TOXIGEN: Controlling Language Models to Generate Implied and Adversarial Toxicity},
  author={Hartvigsen, Thomas and Gabriel, Saadia and Palangi, Hamid and Sap, Maarten and Ray, Dipankar and Kamar, Ece},
  booktitle={ACL},
  year={2022},
  url={https://arxiv.org/abs/2203.09509},
}
@inproceedings{gabriel2022misinfoReactionFrames,
  title={Misinfo Reaction Frames: Reasoning about Readers' Reactions to News Headlines},
  author={Gabriel, Saadia and Hallinan, Skyler and Sap, Maarten and Nguyen, Pemi and Roesner, Franziska and Choi, Eunsol and Choi, Yejin},
  booktitle={ACL},
  year={2022},
  url={https://arxiv.org/abs/2104.08790},
}
@preprint{sap2022computationLensCognition,
  title={Computational Lens on Cognition: Study Of Autobiographical Versus Imagined Stories With Large-Scale Language Models},
  author={Sap, Maarten and Jafarpour, Anna and Choi, Yejin and Smith, Noah A. and Pennebaker, James W. and Horvitz, Eric},
  year={2022},
  journal={arXiv},
  url={https://arxiv.org/abs/2201.02662},
}
@preprint{jiang2021delphi,
  title={Delphi: Towards Machine Ethics and Norms},
  author={Jiang, Liwei and Hwang, Jena D. and Bhagavatula, Chandra and Ronan, Le Bras and Forbes, Maxwell and Borchardt, Jon and Liang, Jenny and Etzioni, Oren and Sap, Maarten and Choi, Yejin},
  url={https://arxiv.org/abs/2110.07574},
  year={2021},
  journal={arXiv},
}
@inproceedings{dodge2021documentingC4,
  title={Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus},
  author={Dodge, Jesse and Sap, Maarten and Marasović, Ana and Agnew, William and Ilharco, Gabriel and Groeneveld, Dirk and Mitchell, Margaret and Gardner, Matt},
  booktitle={EMNLP},
  year={2021},
}
@inproceedings{baheti2021justSayNo,
  title={Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive Contexts},
  author={Baheti, Ashutosh and Sap, Maarten and Ritter, Alan and Riedl, Mark},
  booktitle={EMNLP},
  year={2021},
  url={https://arxiv.org/abs/2108.11830},
}
@phdthesis{sap2021positiveAIwithSocialCommonsenseModels,
  title={Positive AI with Social Commonsense Models},
  author={Sap, Maarten},
  year={2021},
}
@inproceedings{liu2021dexperts,
  title={DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-Experts},
  author={Liu, Alisa and Sap, Maarten and Lu, Ximing and Swayamdipta, Swabha and Bhagavatula, Chandra and Smith, Noah A. and Choi, Yejin},
  booktitle={ACL},
  year={2021},
  url={https://aclanthology.org/2021.acl-long.522/},
}
@inproceedings{xu2021detoxifying,
  title={Detoxifying Language Models Risks Marginalizing Minority Voices},
  author={Xu, Albert and Pathak, Eshaan and Wallace, Eric and Gururangan, Suchin, and Sap, Maarten and Klein, Dan},
  booktitle={NAACL},
  year={2021},
  url={https://arxiv.org/abs/2104.06390},
}
@inproceedings{zhou2021challenges,
  title={Challenges in Automated Debiasing for Toxic Language Detection},
  author={Zhou, Xuhui and Sap, Maarten and Swayamdipta, Swabha and Choi, Yejin and Smith, Noah A.},
  booktitle={EACL},
  year={2021},
}
@inproceedings{ma2020powerTransformer,
  title={PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction},
  author={Ma, Xinyao and Sap, Maarten and Rashkin, Hannah and Choi, Yejin},
  year={2020},
  booktitle={EMNLP},
  url={https://www.aclweb.org/anthology/2020.emnlp-main.602},
}
@inproceedings{gehman2020realtoxicityprompts,
  title={RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models},
  author={Gehman, Sam and Gururangan, Suchin and Sap, Maarten and Choi, Yejin and Smith, Noah A},
  year={2020},
  booktitle={Findings of EMNLP},
  url={https://www.aclweb.org/anthology/2020.findings-emnlp.301/},
}
@inproceedings{forbes2020socialchemistry,
  title={Social Chemistry 101: Learning to Reason about Social and Moral Norms},
  author={Forbes, Maxwell and Hwang, Jena D. and Shwartz, Vered and Sap, Maarten and Choi, Yejin},
  year={2020},
  booktitle={EMNLP},
  url={https://www.aclweb.org/anthology/2020.emnlp-main.48},
}
@inproceedings{sap2020recollectionImagination,
  title={Recollection versus Imagination: Exploring Human Memory and Cognition via Neural Language Models},
  author={Sap, Maarten and Horvitz, Eric and Choi, Yejin and Smith, Noah A and Pennebaker, James W.},
  year={2020},
  booktitle={ACL},
  url={https://www.aclweb.org/anthology/2020.acl-main.178},
}
@inproceedings{sap2020socialbiasframes,
  title={Social Bias Frames: Reasoning about Social and Power Implications of Language},
  author={Sap, Maarten and Gabriel, Saadia and Qin, Lianhui and Jurafsky, Dan and Smith, Noah A and Choi, Yejin},
  year={2020},
  booktitle={ACL},
  url={https://www.aclweb.org/anthology/2020.acl-main.486},
}
@inproceedings{august2020storiesInTheWild,
  title={Exploring the Effect of Author and Reader Identity in Online Story Writing: the StoriesInTheWild Corpus},
  author={August, Tal and Sap, Maarten and Clark, Elizabeth and Reinecke, Katharina and Smith, Noah A.},
  year={2020},
  booktitle={Workshop on Narrative Understanding, Storylines, and Events (NUSE)@ ACL},
  url={https://www.aclweb.org/anthology/2020.nuse-1.6},
}
@inproceedings{sap2019socialIQa,
  title={Social IQa: Commonsense Reasoning about Social Interactions},
  author={Sap, Maarten and Rashkin, Hannah, and Chen, Derek and LeBras, Ronan and Choi, Yejin},
  year={2019},
  booktitle={EMNLP},
  url={https://www.aclweb.org/anthology/D19-1454},
}
@inproceedings{sap2019risk,
  title={The Risk of Racial Bias in Hate Speech Detection},
  author={Sap, Maarten and Card, Dallas and Gabriel, Saadia and Choi, Yejin and Smith, Noah A},
  year={2019},
  booktitle={ACL},
  url={https://www.aclweb.org/anthology/P19-1163.pdf},
}
@inproceedings{bosselut2019comet,
  title={COMET: Commonsense Transformers for Automatic Knowledge Graph Construction},
  author={Bosselut, Antoine and Rashkin, Hannah and Sap, Maarten and Malaviya, Chaitanya and Celikyilmaz, Asli and Choi, Yejin },
  year={2019},
  booktitle={ACL},
  url={https://www.aclweb.org/anthology/P19-1470},
}
@inproceedings{sap2019atomic,
  title={ATOMIC: An Atlas of Machine Commonsense for If-Then Reasoning},
  author={Sap, Maarten and LeBras, Ronan and Allaway, Emily and Bhagavatula, Chandra and Lourie, Nicholas and Rashkin, Hannah and Roof, Brendan and Smith, Noah A and Choi, Yejin},
  year={2019},
  booktitle={AAAI},
  url={https://aaai.org/ojs/index.php/AAAI/article/view/4160},
}
@inproceedings{rashkin2018modeling,
  title={Modeling Naive Psychology of Characters in Simple Commonsense Stories},
  author={Rashkin, Hannah and Bosselut, Antoine and Sap, Maarten and Knight, Kevin and Choi, Yejin},
  year={2018},
  booktitle={ACL},
  url={https://www.aclweb.org/anthology/P18-1213},
}
@inproceedings{rashkin2018event2mind,
  title={Event2Mind: Commonsense Inference on Events, Intents, and Reactions},
  author={Rashkin, Hannah and Sap, Maarten and Allaway, Emily and Smith, Noah A. and Choi, Yejin},
  year={2018},
  booktitle={ACL},
  url={https://www.aclweb.org/anthology/P18-1043},
}
@inproceedings{fang2018soundingboard,
  title={Sounding Board: A User-Centric and Content-Driven Social Chatbot},
  author={Fang, Hao and Cheng, Hao and Sap, Maarten and Clark, Elizabeth and Holtzman, Ariel and Choi, Yejin and Smith, Noah A and Ostendorf, Mari},
  year={2018},
  booktitle={NAACL System Demonstrations},
  url={https://www.aclweb.org/anthology/N18-5020},
}
@inproceedings{schwartz2017dlatk,
  title={DLATK: Differential Language Analysis ToolKit},
  author={Schwartz, H Andrew and Giorgi, Salvatore and Sap, Maarten and Crutchley, Patrick and Ungar, Lyle and Eichstaedt, Johannes},
  booktitle={EMNLP System Demonstrations},
  pages={55--60},
  year={2017},
  url={https://www.aclweb.org/anthology/D17-2010},
}
@inproceedings{fang2017alexatechreport,
  title={Sounding Board - University of Washington’s Alexa Prize Submission},
  author={Fang, Hao and Cheng, Hao and Clark, Elizabeth and Holtzman, Ariel and Sap, Maarten and Ostendorf, Mari and Choi, Yejin and Smith, Noah A},
  booktitle={Alexa Prize Proceedings},
  year={2017},
}
@inproceedings{sap2017connotation,
  title={Connotation Frames of Power and Agency in Modern Films},
  author={Sap, Maarten and Prasetio, Marcella Cindy and Holtzman, Ari and Rashkin, Hannah and Choi, Yejin},
  booktitle={EMNLP},
  year={2017},
  url={https://www.aclweb.org/anthology/D17-1247},
}
@inproceedings{schwartz2017effect,
  title={The Effect of Different Writing Tasks on Linguistic Style: A Case Study of the ROC Story Cloze Task},
  author={Schwartz, Roy and Sap, Maarten and Konstas, Ioannis and Zilles, Li and Choi, Yejin and Smith, Noah A},
  booktitle={CoNLL},
  year={2017},
  url={https://www.aclweb.org/anthology/K17-1004},
}
@inproceedings{schwartz2017story,
  title={Story Cloze task: UW NLP System},
  author={Schwartz, Roy and Sap, Maarten and Konstas, Ioannis and Zilles, Li and Choi, Yejin and Smith, Noah A},
  booktitle={EACL Workshop LSD Sem},
  pages={52--55},
  year={2017},
}
@article{park2017living,
  title={Living in the Past, Present, and Future: Measuring Temporal Orientation with Language},
  author={Park, Gregory and Schwartz, H Andrew and Sap, Maarten and Kern, Margaret L and Weingarten, Evan and Eichstaedt, Johannes C and Berger, Jonah and Stillwell, David J and Kosinski, Michal and Ungar, Lyle H and Seligman, Martin E P},
  journal={Journal of Personality},
  year={2017},
}
@article{kern2016gaining,
  title={Gaining Insights From Social Media Language: Methodologies and Challenges},
  author={Kern, Margaret L and Park, Gregory and Eichstaedt, Johannes C and Schwartz, H Andrew and Sap, Maarten and Smith, Laura K, and Ungar, Lyle H},
  year={2016},
  journal={Psychological Methods},
  doi={10.1037/met0000091},
  url={http://dx.doi.org/10.1037/met0000091},
}
@inproceedings{schwartz2016predicting,
  title={Predicting individual well-being through the language of social media},
  author={Schwartz, H Andrew and Sap, Maarten and Kern, Margaret L and Eichstaedt, Johannes C and Kapelner, Adam and Agrawal, Megha and Blanco, Eduardo and Dziurzynski, Lukasz and Park, Gregory and Stillwell, David and Kosinski, Michal and Seligman, Martin E P and Ungar, Lyle H},
  booktitle={Biocomputing 2016: Proceedings of the Pacific Symposium},
  pages={516--527},
  year={2016},
}
@article{eichstaedt2015psychological,
  title={Psychological Language on Twitter Predicts County-level Heart Disease Mortality},
  author={Eichstaedt, Johannes C and Schwartz, H Andrew and Kern, Margaret L and Park, Gregory and Labarthe, Darwin R and Merchant, Raina M and Jha, Sneha and Agrawal, Megha and Dziurzynski, Lukasz A and Sap, Maarten and Weeg, Christopher and Larson, Emily and Ungar, Lyle H and Seligman, Martin E P},
  journal={Psychological Science},
  volume={26},
  number={2},
  pages={159--169},
  year={2015},
  publisher={SAGE Publications},
}
@article{schwartz2015extracting,
  title={Extracting Human Temporal Orientation from Facebook Language},
  author={Schwartz, H. Andrew and Park, Gregory and Sap, Maarten and Weingarten, Evan and Eichstaedt, Johannes and Kern, Margaret and Stillwell, David and Kosinski, Michal and Berger, Jonah and Seligman, Martin and Ungar, Lyle},
  booktitle={NAACL},
  year={2015},
  url={http://www.aclweb.org/anthology/N15-1044},
}
@article{preotiuc2015mental,
  title={Mental Illness Detection at the World Well-Being Project for the CLPsych 2015 Shared Task},
  author={Preotiuc-Pietro, Daniel and Sap, Maarten and Schwartz, H Andrew and Ungar, Lyle},
  journal={NAACL Workshop on CLPsych},
  year={2015},
  url={https://www.aclweb.org/anthology/W15-1205},
}
@article{preotiuc2015role,
  title={The Role of Personality, Age and Gender in Tweeting about Mental Illnesses},
  author={Preotiuc-Pietro, Daniel and Eichstaedt, Johannes and Park, Gregory and Sap, Maarten and Smith, Laura and Tobolsky, Victoria and Schwartz, H Andrew and Ungar, Lyle},
  journal={NAACL Workshop on CLPsych},
  year={2015},
  url={https://www.aclweb.org/anthology/W15-1203},
}
@article{wong2015twitter,
  title={Twitter Sentiment Predicts Affordable Care Act Marketplace Enrollment},
  author={Wong, Charlene A and Sap, Maarten and Schwartz, Hansen Andrew and Town, Robert and Baker, Tom and Ungar, Lyle and Merchant, Raina M},
  journal={Journal of Medical Internet Research},
  volume={17},
  number={2},
  year={2015},
  publisher={JMIR Publications Inc.},
  url={https://www.jmir.org/2015/2/e51/},
}
@inproceedings{sap2014developing,
  title={Developing Age and Gender Predictive Lexica over Social Media},
  author={Sap, Maarten and Park, Gregory and Eichstaedt, Johannes C. and Kern, Margaret L. and Stillwell, David J. and Kosinski, Michal and Ungar, Lyle H. and Schwartz, Hansen Andrew},
  booktitle={EMNLP},
  year={2014},
  url={https://www.aclweb.org/anthology/D14-1121/},
}
@article{schwartz2014towards,
  title={Towards Assessing Changes in Degree of Depression through Facebook},
  author={Schwartz, H Andrew and Eichstaedt, Johannes and Kern, Margaret L and Park, Gregory and Sap, Maarten and Stillwell, David and Kosinski, Michal and Ungar, Lyle},
  journal={ACL Workshop on CLPsych},
  pages={118--125},
  year={2014},
  url={https://www.aclweb.org/anthology/W14-3214},
}
@article{merchant20142013,
  title={The 2013 US Government Shutdown (#Shutdown) and Health: An Emerging Role for Social Media},
  author={Merchant, Raina M. and Ha, Yoonhee P. and Wong, Charlene A. and Schwartz, H. Andrew and Sap, Maarten and Ungar, Lyle H. and Asch, David A.},
  journal={American Journal of Public Health},
  volume={2014},
  pages={e1--e3},
  year={2014},
  url={https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4232112/},
}