% Use this file for citations not found in the ACL Anthology (contained in "anthology.bib").


@article{ma2023ai,
  title={AI vs. human--differentiation analysis of scientific content generation},
  author={Ma, Yongqiang and Liu, Jiawei and Yi, Fan and Cheng, Qikai and Huang, Yong and Lu, Wei and Liu, Xiaozhong},
  journal={arXiv},
  volume={2301},
  year={2023}
}

@inproceedings{mindner2023classification,
  title={Classification of human-and AI-generated texts: Investigating features for ChatGPT},
  author={Mindner, Lorenz and Schlippe, Tim and Schaaff, Kristina},
  booktitle={International Conference on Artificial Intelligence in Education Technology},
  pages={152--170},
  year={2023},
  organization={Springer}
}

@article{abburi2023generative,
  title={Generative ai text classification using ensemble llm approaches},
  author={Abburi, Harika and Suesserman, Michael and Pudota, Nirmala and Veeramani, Balaji and Bowen, Edward and Bhattacharya, Sanmitra},
  journal={arXiv preprint arXiv:2309.07755},
  year={2023}
}

@inproceedings{wang2024m4, 
    title = {M4: Multi-generator, Multi-domain, and Multi-lingual Black-Box Machine-Generated Text Detection}, 
    author = {Wang, Yuxia and Mansurov, Jonibek and Ivanov, Petar and Su, Jinyan and Shelmanov, Artem and Tsvigun, Akim and Whitehouse, Chenxi and Afzal, Osama Mohammed and Mahmoud, Tarek and Sasaki, Toru and Arnold, Thomas and Aji, Alham Fikri and Habash, Nizar and Gurevych, Iryna and Nakov, Preslav},
    booktitle={Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics }, address = {Malta}, 
    month = {March}, 
    year={2024} 
}

@article{tang2022long,
  title={Long text feature extraction network with data augmentation},
  author={Tang, Changhao and Ma, Kun and Cui, Benkuan and Ji, Ke and Abraham, Ajith},
  journal={Applied Intelligence},
  volume={52},
  number={15},
  pages={17652--17667},
  year={2022},
  publisher={Springer}
}

@article{shorten2021text,
  title={Text data augmentation for deep learning},
  author={Shorten, Connor and Khoshgoftaar, Taghi M and Furht, Borko},
  journal={Journal of big Data},
  volume={8},
  pages={1--34},
  year={2021},
  publisher={Springer}
}

@article{liu2019roberta,
  title={Roberta: A robustly optimized bert pretraining approach},
  author={Liu, Yinhan and Ott, Myle and Goyal, Naman and Du, Jingfei and Joshi, Mandar and Chen, Danqi and Levy, Omer and Lewis, Mike and Zettlemoyer, Luke and Stoyanov, Veselin},
  journal={arXiv preprint arXiv:1907.11692},
  year={2019}
}

@article{devlin2018bert,
  title={Bert: Pre-training of deep bidirectional transformers for language understanding},
  author={Devlin, Jacob and Chang, Ming-Wei and Lee, Kenton and Toutanova, Kristina},
  journal={arXiv preprint arXiv:1810.04805},
  year={2018}
}

@article{huimin2018ensemble,
  title={An Ensemble Learning Method for Text Classification Based on Heterogeneous Classifiers},
  author={Huimin, Fan and Pengpeng, Li and Yingze, Zhao and Danyang, Li},
  journal={International Journal of Advanced Network, Monitoring and Controls},
  volume={3},
  number={1},
  pages={130--134},
  year={2018}
}

@article{mohammed2022effective,
  title={An effective ensemble deep learning framework for text classification},
  author={Mohammed, Ammar and Kora, Rania},
  journal={Journal of King Saud University-Computer and Information Sciences},
  volume={34},
  number={10},
  pages={8825--8837},
  year={2022},
  publisher={Elsevier}
}

@article{wang2023m4,
      title={{M4}: Multi-generator, Multi-domain, and Multi-lingual
                   Black-Box Machine-Generated Text Detection}, 
      author={Yuxia Wang and
              Jonibek Mansurov and
              Petar Ivanov and
              Jinyan Su and
              Artem Shelmanov and
              Akim Tsvigun and
              Chenxi Whitehouse and
              Osama Mohammed Afzal and
              Tarek Mahmoud and
              Alham Fikri Aji and
              Preslav Nakov},
      year={2023},
      journal={arXiv:2305.14902},
      primaryClass={cs.CL}
}