1. Baker, R.S., Corbett, A.T., Koedinger, K.R., Wagner, A.Z.: Off-task behavior in the cognitive tutor classroom: when students "game the system". In: Proceedings of the Conference on Human Factors in Computing Systems, pp. 383–390 (2004)

   Google Scholar 

2. Carpenter, D., et al.: Detecting off-task behavior from student dialogue in game-based collaborative learning. In: Bittencourt, I.I., Cukurova, M., Muldner, K., Luckin, R., Millán, E. (eds.) AIED 2020. LNCS (LNAI), vol. 12163, pp. 55–66. Springer, Cham (2020).https://doi.org/10.1007/978-3-030-52237-7_5

   Chapter  Google Scholar 

3. Crowston, K., Allen, E.E., Heckman, R.: Using natural language processing technology for qualitative data analysis. Int. J. Soc. Res. Methodol.15(6), 523–543 (2012)

   Article  Google Scholar 

4. Godwin, K.E., et al.: Off-task behavior in elementary school children. Learn. Instr.44, 128–143 (2016)

   Article  Google Scholar 

5. Langer-Osuna, J., Gargroetzi, E., Chavez, R., Munson, J.: Rethinking loafers: understanding the productive functions of off-task talk during collaborative mathematics problem-solving. In: International Society of the Learning Sciences (2018)

   Google Scholar 

6. Liu, Y., et al.: RoBERTa: a robustly optimized BERT pretraining approach. arXiv preprintarXiv:1907.11692 (2019)

7. Marathe, M., Toyama, K.: Semi-automated coding for qualitative research: a user-centered inquiry and initial prototypes. In: Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, pp. 1–12 (2018)

   Google Scholar 

8. Segal, A., et al.: Keeping the teacher in the loop: technologies for monitoring group learning in real-time. In: André, E., Baker, R., Hu, X., Rodrigo, M.M.T., du Boulay, B. (eds.) AIED 2017. LNCS (LNAI), vol. 10331, pp. 64–76. Springer, Cham (2017).https://doi.org/10.1007/978-3-319-61425-0_6

   Chapter  Google Scholar 

9. Southwell, R., Pugh, S., Perkoff, E., Clevenger, C., Bush, J., D’Mello, S.: Challenges and feasibility of automatic speech recognition for modeling student collaborative discourse in classrooms. In: Proceedings of the 15th International Conference on Educational Data Mining. International Educational Data Mining Society (2022)

   Google Scholar 

10. Worsley, M.: Multimodal learning analytics for the qualitative researcher. In: International Society of the Learning Sciences, Inc. [ISLS] (2018)

    Google Scholar 

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