MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues

Kuluhan Binici; Abhinav Ramesh Kashyap; Viktor Schlegel; Andy T Liu; Vijay Prakash Dwivedi; Nguyen Thanh-Tung; Xiaoxue Gao; Nancy F Chen; Stefan Winkler

doi:10.1609/aaai.v39i22.34518

MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues

Kuluhan Binici
, Abhinav Ramesh Kashyap
, Viktor Schlegel
, Andy T Liu
, Vijay Prakash Dwivedi
, Nguyen Thanh-Tung
, Xiaoxue Gao
, Nancy F Chen
, Stefan Winkler

Natural Language Processing and Text Mining

Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

Original language	Undefined
Title of host publication	Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence and Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence and Fifteenth Symposium on Educational Advances in Artificial Intelligence
DOIs	https://doi.org/10.1609/aaai.v39i22.34518
Publication status	Published - 2025

Access to Document

10.1609/aaai.v39i22.34518

Cite this

Binici, K., Kashyap, A. R., Schlegel, V., Liu, A. T., Dwivedi, V. P., Thanh-Tung, N., Gao, X., Chen, N. F., & Winkler, S. (2025). MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues. In Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence and Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence and Fifteenth Symposium on Educational Advances in Artificial Intelligence https://doi.org/10.1609/aaai.v39i22.34518

Binici, Kuluhan ; Kashyap, Abhinav Ramesh ; Schlegel, Viktor et al. / MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues. Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence and Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence and Fifteenth Symposium on Educational Advances in Artificial Intelligence. 2025.

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title = "MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues",

author = "Kuluhan Binici and Kashyap, \{Abhinav Ramesh\} and Viktor Schlegel and Liu, \{Andy T\} and Dwivedi, \{Vijay Prakash\} and Nguyen Thanh-Tung and Xiaoxue Gao and Chen, \{Nancy F\} and Stefan Winkler",

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doi = "10.1609/aaai.v39i22.34518",

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Binici, K, Kashyap, AR, Schlegel, V, Liu, AT, Dwivedi, VP, Thanh-Tung, N, Gao, X, Chen, NF & Winkler, S 2025, MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues. in Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence and Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence and Fifteenth Symposium on Educational Advances in Artificial Intelligence. https://doi.org/10.1609/aaai.v39i22.34518

MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues. / Binici, Kuluhan; Kashyap, Abhinav Ramesh; Schlegel, Viktor et al.
Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence and Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence and Fifteenth Symposium on Educational Advances in Artificial Intelligence. 2025.

Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

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AU - Binici, Kuluhan

AU - Kashyap, Abhinav Ramesh

AU - Schlegel, Viktor

AU - Liu, Andy T

AU - Dwivedi, Vijay Prakash

AU - Thanh-Tung, Nguyen

AU - Gao, Xiaoxue

AU - Chen, Nancy F

AU - Winkler, Stefan

PY - 2025

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U2 - 10.1609/aaai.v39i22.34518

DO - 10.1609/aaai.v39i22.34518

M3 - Conference contribution

BT - Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence and Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence and Fifteenth Symposium on Educational Advances in Artificial Intelligence

ER -

Binici K, Kashyap AR, Schlegel V, Liu AT, Dwivedi VP, Thanh-Tung N et al. MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues. In Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence and Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence and Fifteenth Symposium on Educational Advances in Artificial Intelligence. 2025 doi: 10.1609/aaai.v39i22.34518