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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}
}




@inproceedings{soni-etal-2026-semeval,
  title = "{S}em{E}val-2026 Task 2: Predicting Variation in Emotional Valence and Arousal over Time from Ecological Essays",
  author = "Soni, Nikita and
            Schwartz, H. Andrew and
            Boyd, Ryan L. and
            Bui, Phi Long and
            Mahwish, Syeda and
            Nilsson, August H{\aa}kan and
            Ganesan, Adithya V and
            Ungar, Lyle and
            Balasubramanian, Niranjan and
            Mohammad, Saif M.",
  booktitle = "Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)",
  year = "2026",
  publisher = "Association for Computational Linguistics"
}








@article{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},
  journal={arXiv preprint arXiv:1910.01108},
  year={2019},
  doi={10.48550/arXiv.1910.01108}
}

@article{hochreiter1997lstm,
  title={Long short-term memory},
  author={Hochreiter, Sepp and Schmidhuber, J{\"u}rgen},
  journal={Neural computation},
  volume={9},
  number={8},
  pages={1735--1780},
  year={1997},
  publisher={MIT Press},
  doi={10.1162/neco.1997.9.8.1735}
}

@article{schuster1997bilstm,
  title={Bidirectional recurrent neural networks},
  author={Schuster, Mike and Paliwal, Kuldip K},
  journal={IEEE transactions on Signal Processing},
  volume={45},
  number={11},
  pages={2673--2681},
  year={1997},
  publisher={IEEE},
  doi={10.1109/78.650093}
}

@article{he2021debertav3,
  title={DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing},
  author={He, Pengcheng and Gao, Jianfeng and Chen, Weizhu},
  journal={arXiv preprint arXiv:2111.09543},
  year={2021},
  doi={10.48550/arXiv.2111.09543}
}

@article{lin1989ccc,
  title={A concordance correlation coefficient to evaluate reproducibility},
  author={Lin, Lawrence I-Kuei},
  journal={Biometrics},
  volume={45},
  number={1},
  pages={255--268},
  year={1989},
  publisher={JSTOR},
  doi={10.2307/2532051}
}

@article{huber1964robust,
  title={Robust estimation of a location parameter},
  author={Huber, Peter J},
  journal={The Annals of Mathematical Statistics},
  volume={35},
  number={1},
  pages={73--101},
  year={1964},
  doi={10.1214/aoms/1177703732}
}

@inproceedings{he2016resnet,
  title={Deep residual learning for image recognition},
  author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={770--778},
  year={2016},
  doi={10.1109/CVPR.2016.90}
}

@inproceedings{bromley1993siamese,
  title={Signature verification using a "Siamese" time delay neural network},
  author={Bromley, Jane and Guyon, Isabelle and LeCun, Yann and S{\"a}ckinger, Eduard and Shah, Roopak},
  booktitle={Advances in neural information processing systems},
  volume={6},
  pages={737--744},
  year={1993}
}

@inproceedings{chen2018gradnorm,
  title={GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks},
  author={Chen, Zhao and Badrinarayanan, Vijay and Lee, Chen-Yu and Rabinovich, Andrew},
  booktitle={International Conference on Machine Learning},
  pages={794--803},
  year={2018},
  organization={PMLR},
  url={http://proceedings.mlr.press/v80/chen18a.html}
}

@inproceedings{tsakalidis2022identifying,
  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)},
  pages={4647--4660},
  year={2022},
  doi={10.18653/v1/2022.acl-long.318}
}



@misc{thickhedgehog2025semeval,
  author = {ThickHedgehog},
  title = {Deep-Learning-project-SemEval-2026-Task-2},
  year = {2025},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/ThickHedgehog/Deep-Learning-project-SemEval-2026-Task-2}},
  note = {Accessed: 2025-12-05}
}


@misc{jumakhan2026code,
  author = {Jumakhan, Haseebullah and Assad, Soud and Ahmad, Seyed Abdullah},
  title = {{SemEval-2026 Task 2: Longitudinal Affective Forecasting Repository}},
  year = {2026},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/Soudk21/NLP_Project/tree/main}}
}




@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}
}