Large Language Models for Zero-Shot Procedure Extraction in Orthopedic Surgery: A Comparative Evaluation

Williamson, A., Tavabi, N., Kalepalli, N., Lavoie-Gagne, O., Weiss, A., et al. (2025). "Large Language Models for Zero-Shot Procedure Extraction in Orthopedic Surgery: A Comparative Evaluation." medRxiv.

Low Resource ICD Coding of Hospital Discharge Summaries

Ashton Williamson, David de Hilster, Amnon Meyers, Nina Hubig, and Amy Apon. 2024. "Low Resource ICD Coding of Hospital Discharge Summaries." In Proceedings of the 23rd Workshop on Biomedical Natural Language Processing, pages 548–558, Bangkok, Thailand. Association for Computational Linguistics.

Efficient Transformer Knowledge Distillation: A Performance Review

Nathan Brown, Ashton Williamson, Tahj Anderson, and Logan Lawrence. 2023. ."Efficient Transformer Knowledge Distillation: A Performance Review." In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing: Industry Track, pages 54–65, Singapore. Association for Computational Linguistics

Clemson NLP at SemEval-2023 Task 7: Applying GatorTron to Multi-Evidence Clinical NLI

Ahamed Alameldin and Ashton Williamson. 2023. "Clemson NLP at SemEval-2023 Task 7: Applying GatorTron to Multi-Evidence Clinical NLI." In Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023), pages 1598–1602, Toronto, Canada. Association for Computational Linguistics.