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

@article{huang2026siming,
        title={SiMing-Bench: Evaluating Procedural Correctness from Continuous Interactions in Clinical Skill Videos},
        author={Huang, Xiyang and Lin, Jiawei and Wu, Keying and Huang, Jiaxin and Yang, Kailai and Wei, Renxiong and Xiang, Jiayi and Kuang, Ziyan and Peng, Min and Xie, Qianqian and others},
        journal={arXiv preprint arXiv:2604.09037},
        year={2026}
      }

@inproceedings{chen2023atm,
  title={Atm: Action temporality modeling for video question answering},
  author={Chen, Junwen and Zhu, Jie and Kong, Yu},
  booktitle={Proceedings of the 31st ACM International Conference on Multimedia},
  pages={4886--4895},
  year={2023}
}

@inproceedings{lin2014microsoft,
  title={Microsoft coco: Common objects in context},
  author={Lin, Tsung-Yi and Maire, Michael and Belongie, Serge and Hays, James and Perona, Pietro and Ramanan, Deva and Doll{\'a}r, Piotr and Zitnick, C Lawrence},
  booktitle={European conference on computer vision},
  pages={740--755},
  year={2014},
  organization={Springer}
}

@inproceedings{wu-etal-2025-videoqa,
    title = "{V}ideo{QA}-{TA}: Temporal-Aware Multi-Modal Video Question Answering",
    author = "Wu, Zhixuan  and
      Cheng, Bo  and
      Han, Jiale  and
      Ma, Jiabao  and
      Zhang, Shuhao  and
      Chen, Yuli  and
      Li, Changbo",
    editor = "Rambow, Owen  and
      Wanner, Leo  and
      Apidianaki, Marianna  and
      Al-Khalifa, Hend  and
      Eugenio, Barbara Di  and
      Schockaert, Steven",
    booktitle = "Proceedings of the 31st International Conference on Computational Linguistics",
    month = jan,
    year = "2025",
    address = "Abu Dhabi, UAE",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.coling-main.483/",
    pages = "7239--7252"
}

@inproceedings{ko-etal-2023-large,
    title = "Large Language Models are Temporal and Causal Reasoners for Video Question Answering",
    author = "Ko, Dohwan  and
      Lee, Ji  and
      Kang, Woo-Young  and
      Roh, Byungseok  and
      Kim, Hyunwoo",
    editor = "Bouamor, Houda  and
      Pino, Juan  and
      Bali, Kalika",
    booktitle = "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing",
    month = dec,
    year = "2023",
    address = "Singapore",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.emnlp-main.261/",
    doi = "10.18653/v1/2023.emnlp-main.261",
    pages = "4300--4316"
}

@inproceedings{anika2025evaluating,
  title={Evaluating {LLMs}’ Reasoning Over Ordered Procedural Steps},
  author={Anika, Adrita and Miah, Md Messal Monem},
  booktitle={Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics},
  pages={2259--2267},
  year={2025}
}

@inproceedings{song2025burn,
  title={Burn After Reading: Do Multimodal Large Language Models Truly Capture Order of Events in Image Sequences?},
  author={Song, Yingjin and Du, Yupei and Paperno, Denis and Gatt, Albert},
  booktitle={Findings of the Association for Computational Linguistics: ACL 2025},
  pages={24316--24342},
  year={2025}
}

@article{wang2023steps,
  title={Steps: A benchmark for order reasoning in sequential tasks},
  author={Wang, Weizhi and Wang, Hong and Yan, Xifeng},
  journal={arXiv preprint arXiv:2306.04441},
  year={2023}
}

@misc{ma2024visionlanguagemodelsincontext,
      title={Vision Language Models are In-Context Value Learners}, 
      author={Yecheng Jason Ma and Joey Hejna and Ayzaan Wahid and Chuyuan Fu and Dhruv Shah and Jacky Liang and Zhuo Xu and Sean Kirmani and Peng Xu and Danny Driess and Ted Xiao and Jonathan Tompson and Osbert Bastani and Dinesh Jayaraman and Wenhao Yu and Tingnan Zhang and Dorsa Sadigh and Fei Xia},
      year={2024},
      eprint={2411.04549},
      archivePrefix={arXiv},
      primaryClass={cs.RO},
      url={https://arxiv.org/abs/2411.04549}, 
}

@misc{qwen3technicalreport,
      title={Qwen3 Technical Report}, 
      author={Qwen Team},
      year={2025},
      eprint={2505.09388},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2505.09388}, 
}

@software{ultralytics_yolo,
  title        = {Ultralytics YOLO},
  author       = {Jocher, Glenn and Qiu, Jing and Chaurasia, Ayush},
  year         = {2023},
  version      = {8.0.0},
  url          = {https://github.com/ultralytics/ultralytics},
  license      = {AGPL-3.0}
}

@book{Aho:72,
    author  = {Alfred V. Aho and Jeffrey D. Ullman},
    title   = {The Theory of Parsing, Translation and Compiling},
    year    = "1972",
    volume  = "1",
    publisher = {Prentice-Hall},
    address = {Englewood Cliffs, NJ}
}

@book{APA:83,
    author  = {{American Psychological Association}},
    title   = {Publications Manual},
    year    = "1983",
    publisher = {American Psychological Association},
    address = {Washington, DC}
}

@article{Chandra:81,
	author = {Ashok K. Chandra and Dexter C. Kozen and Larry J. Stockmeyer},
	year = "1981",
	title = {Alternation},
	journal = {Journal of the Association for Computing Machinery},
	volume = "28",
	number = "1",
	pages = "114--133",
	doi = "10.1145/322234.322243",
}

@inproceedings{andrew2007scalable,
  title={Scalable training of {L1}-regularized log-linear models},
  author={Andrew, Galen and Gao, Jianfeng},
  booktitle={Proceedings of the 24th International Conference on Machine Learning},
  pages={33--40},
  year={2007},
}

@book{Gusfield:97,
    author  = {Dan Gusfield},
    title   = {Algorithms on Strings, Trees and Sequences},
    year    = "1997",
    publisher = {Cambridge University Press},
    address = {Cambridge, UK}
}

@article{rasooli-tetrault-2015,
    author    = {Mohammad Sadegh Rasooli and Joel R. Tetreault},
    title     = {Yara Parser: {A} Fast and Accurate Dependency Parser},
    journal   = {Computing Research Repository},
    volume    = {arXiv:1503.06733},
    year      = {2015},
    url       = {http://arxiv.org/abs/1503.06733},
    note    = {version 2}
}

@article{Ando2005,
	Acmid = {1194905},
	Author = {Ando, Rie Kubota and Zhang, Tong},
	Issn = {1532-4435},
	Issue_Date = {12/1/2005},
	Journal = {Journal of Machine Learning Research},
	Month = dec,
	Numpages = {37},
	Pages = {1817--1853},
	Publisher = {JMLR.org},
	Title = {A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled Data},
	Volume = {6},
	Year = {2005}
}
