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@article{russell-mehrabian-1977,
  author = {Russell, James A. and Mehrabian, Albert},
  title = {Evidence for a Three-Factor Theory of Emotions},
  journal = {Journal of Research in Personality},
  year = {1977},
  volume = {11},
  number = {3},
  pages = {273--294},
  doi = {10.1016/0092-6566(77)90037-X}
}


@misc{semeval-2026,
  title        = {SemEval 2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays},
  howpublished = {\url{https://semeval.github.io/2026/task2/}},
  note         = {Accessed: 2025-11-21},
  year         = {2026},
  organization = {SemEval},
}







@inproceedings{tsakalidis-etal-2022-identifying,
    title = "Identifying Moments of Change from Longitudinal User Text",
    author = "Tsakalidis, Adam and Nanni, Federico and Hills, Anthony and Chim, Jenny and Song, Jiayu and Liakata, Maria",
    booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = may,
    year = "2022",
    address = "Dublin, Ireland",
    publisher = "Association for Computational Linguistics",
    pages = "4645--4660",
    doi = {10.18653/v1/2022.acl-long.318},
}
@inproceedings{park-etal-2021-dimensional,
    title = "Dimensional Emotion Detection from Categorical Emotion",
    author = "Park, Sungjoon and Kim, Jiseon and Ye, Seonghyeon and Jeon, Jaeyeol and Park, Hee Young and Oh, Alice",
    booktitle = "Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2021",
    address = "Online and Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    pages = "4367--4379",
    doi = {10.18653/v1/2021.emnlp-main.358},
}
@inproceedings{mitsios-etal-2024-improved,
    title = "Improved Text Emotion Prediction Using Combined Valence and Arousal Ordinal Classification",
    author = "Mitsios, Michael and Vamvoukakis, Georgios and Maniati, Georgia and Ellinas, Nikolaos and Dimitriou, Georgios and Markopoulos, Konstantinos and Kakoulidis, Panos and Vioni, Alexandra and Christidou, Myrsini and Oh, Junkwang and Jho, Gunu and Hwang, Inchul and Vardaxoglou, Georgios and Chalamandaris, Aimilios and Tsiakoulis, Pirros and Raptis, Spyros",
    booktitle = "Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 2: Short Papers)",
    month = jun,
    year = "2024",
    address = "Mexico City, Mexico",
    publisher = "Association for Computational Linguistics",
    pages = "807--813",
    doi = {10.18653/v1/2024.naacl-short.72},
}
@article{takanami-el-haj-2023-unifying,
    title = "Unifying Emotion Analysis Datasets using Valence Arousal Dominance (VAD)",
    author = "Takanami, Ryutaro and El-Haj, Mo",
    journal = "Proceedings of the 7th International Conference on Language, Data and Knowledge (LDK 2023)",
    year = "2023",
    pages = "1--14",
    doi = {10.18653/v1/2023.ldk-1.19},
}
@inproceedings{cho-etal-2025-language,
    title = "Language-based Valence and Arousal Expressions between the United States and China: a Cross-Cultural Examination",
    author = "Cho, Young-Min and Pang, Dandan and Thapa, Stuti and Sherman, Garrick and Ungar, Lyle and Tay, Louis and Guntuku, Sharath Chandra",
    booktitle = "Findings of the Association for Computational Linguistics: NAACL 2025",
    month = jun,
    year = "2025",
    address = "Mexico City, Mexico",
    publisher = "Association for Computational Linguistics",
    pages = "5600--5614",
    doi = {10.18653/v1/2025.findings-naacl.310},
}
@inproceedings{zhang-etal-2024-mersa,
    title = "The MERSA Dataset and a Transformer-Based Approach for Speech Emotion Recognition",
    author = "Zhang, Enshi and Trujillo, Rafael and Poellabauer, Christian",
    booktitle = "Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = aug,
    year = "2024",
    address = "Bangkok, Thailand",
    publisher = "Association for Computational Linguistics",
    pages = "13959--13970",
    doi = {10.18653/v1/2024.acl-long.752},
}
@inproceedings{sosea-etal-2023-unsupervised,
    title = "Unsupervised Extractive Summarization of Emotion Triggers",
    author = "Sosea, Tiberiu and Zhan, Hongli and Li, Junyi Jessy and Caragea, Cornelia",
    booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2023",
    address = "Toronto, Canada",
    publisher = "Association for Computational Linguistics",
    pages = "9549--9567",
    doi = {10.18653/v1/2023.acl-long.531},
}
@inproceedings{plaza-del-arco-etal-2024-angry,
    title = "Angry Men, Sad Women: Large Language Models Reflect Gendered Stereotypes in Emotion Attribution",
    author = "Plaza-del-Arco, Flor Miriam and Cercas Curry, Amanda and Abercrombie, Gavin and Hovy, Dirk",
    booktitle = "Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = aug,
    year = "2024",
    address = "Bangkok, Thailand",
    publisher = "Association for Computational Linguistics",
    pages = "7681--7692",
    doi = {10.18653/v1/2024.acl-long.415},
}



@article{russell1980,
  title={A circumplex model of affect},
  author={Russell, James A},
  journal={Journal of personality and social psychology},
  volume={39},
  number={6},
  pages={1161--1178},
  year={1980},
  publisher={American Psychological Association}
}

@article{scikit-learn,
  title={Scikit-learn: Machine learning in Python},
  author={Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others},
  journal={Journal of machine learning research},
  volume={12},
  number={Oct},
  pages={2825--2830},
  year={2011}
}

@inproceedings{jing2022dimensional,
  title={Understanding dimensional collapse in contrastive self-supervised learning},
  author={Jing, Li and Vincent, Pascal and LeCun, Yann and Tian, Yuandong},
  booktitle={International Conference on Learning Representations},
  year={2022}
}