I study language processing and impairments using behavioral experiments, cognitive modeling and NLP techniques.
My research intersects cognitive psychology, computational linguistics, and speech-language pathology, employing a big data approach to explore language and cognition. Through computational modeling (e.g., distributional semantics, network science) and empirical data collection, I investigate how linguistic experience influences language representation and processing across aging.
Ph.D., Communicative Disorders and Sciences (Cognitive Science Track)
M.S., Computational Linguistics/Natural Language Processing
M.A., General Linguistics
B.A., Psychology & Linguistics (Honors in Language and Cognition)
Li, Y., & Qiu, M. (in press). A network analysis of the semantic evolution of ‘fruit’ and ‘stone’ in Tibeto-Burman languages. Poznan Studies in Contemporary Linguistics.
Gu, Y., Huang, Z., Zeng, M., Qiu, M., & Park, J. (2025). Improving automatic grammatical error annotation for Chinese through linguistically-informed error typology. Proceedings of the 31st International Conference on Computational Linguistics, 2781–2798.
Wang, J., Qiu, M., Gu, Y., Huang, Z., & Park, J. (2025). Refined evaluation for end-to-end grammatical error correction using an alignment-based approach. Proceedings of the 31st International Conference on Computational Linguistics, 774–785.
Stipancic, K. L., van Brenk, F., Qiu, M., & Tjaden, K. (2024). Progress toward estimating the minimal clinically important difference of intelligibility: A crowdsourced perceptual experiment. Journal of Speech, Language, and Hearing Research. Advance online publication.
Qiu, M., Castro, N., & Johns, B. T. (2024). Estimating type of print exposure across aging through author production. Proceedings of the Annual Meeting of the Cognitive Science Society, 46, 1175-1181.
Zeng, M., Kuang, J., Qiu, M., Song, J., & Park, J. (2024). Evaluating prompting strategies for grammatical error correction based on language proficiency. Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), 6426-6430.
Park, J., & Qiu, M. (2024). Frustratingly simple prompting-based text denoising. The Second Tiny Papers Track at ICLR 2024.
Qiu, M., Castro, N., & Johns, B. T. (2021). Structural comparisons of noun and verb networks in the mental lexicon. Proceedings of the Annual Meeting of the Cognitive Science Society, 43, 1649-1655.
Qiu, M., & Johns, B. T. (2020). Semantic diversity in paired-associate learning: Further evidence for the information accumulation perspective of cognitive aging. Psychonomic Bulletin & Review, 27(1), 114-121.
Qiu, M., & Park, J. (2019). Artificial error generation with fluency filtering. Proceedings of the Fourteenth Workshop on Innovative Use of NLP for Building Educational Applications, 87-91.
Qiu, M., Chen, X., Liu, M., Parvathala, K., Patil, A., & Park, J. (2019). Improving precision of grammatical error correction with a cheat sheet. Proceedings of the Fourteenth Workshop on Innovative Use of NLP for Building Educational Applications, 240-245.
Gu, Y., Huang, Z., Zeng, M., Qiu, M., & Park, J. (2025). Improving automatic grammatical error annotation for Chinese through linguistically-informed error typology [Oral presentation]. 31st International Conference on Computational Linguistics (COLING 2025), Abu Dhabi, UAE.
Wang, J., Qiu, M., Gu, Y., Huang, Z., & Park, J. (2025). Refined evaluation for end-to-end grammatical error correction using an alignment-based approach [Poster presentation]. 31st International Conference on Computational Linguistics (COLING 2025), Abu Dhabi, UAE.
Qiu, M., Castro, N., & Johns, B. T. (2024, July). Estimating type of print exposure across aging through author production [Oral presentation (remote)]. 46th Annual Meeting of the Cognitive Science Society, Rotterdam, The Netherlands.
Qiu, M., & Castro, N. (2022, May). Developing a web-based stimulus selection hub for anomia treatment using R and Shiny [Poster presentation]. 51st Clinical Aphasiology Conference, Wrightsville Beach, NC, United States.
Qiu, M., & Castro, N. (2021, October). Comparing semantic networks of early vocabulary across languages [Oral presentation]. Complexity and Cognition: Satellite Symposium at the Conference on Complex Systems.
Qiu, M., Castro, N., & Johns, B. T. (2021, July). Structural comparisons of noun and verb networks in the mental lexicon [Poster presentation]. 43rd Annual Meeting of the Cognitive Science Society (Virtual).
Qiu, M., & Park, J. (2019, August). Artificial error generation with fluency filtering [Poster presentation]. 14th Workshop on Innovative Use of NLP for Building Educational Applications, Florence, Italy.
Qiu, M., & Johns, B. T. (2018, November). Memory searching pathway underlying verb fluency [Poster presentation]. Annual Convention of the American Speech-Language-Hearing Association, Boston, MA, United States.