The 4th Clinical Natural Language Processing Workshop

At NAACL 2022. 14 Jul 2022, Seattle, WA.

Workshop Program

14 Jul 2022 (all times PDT)

08:30–09:40 Opening Session
08:30–08:40 Opening Remarks
08:40–09:25 Keynote: Mark Dredze
09:25–09:40 Keynote Q&A
09:40–10:00 Session 1
09:40–10:00 CLPT: A Universal Annotation Scheme and Toolkit for Clinical Language Processing
Saranya Krishnamoorthy, Yanyi Jiang, William Buchanan, Ayush Singh, John E. Ortega
10:00–10:20 Break
10:20–12:00 Session 2
10:20–10:40 PLM-ICD: Automatic ICD Coding with Pretrained Language Models
Chao-Wei Huang, Shang-Chi Tsai, Yun-Nung Chen
10:40–11:00 An exploratory data analysis: the performance differences of a medical code prediction system on different demographic groups
Heereen Shim, Dietwig Lowet, Stijn Luca, Bart Vanrumste
11:00–11:20 Cross-Language Transfer of High-Quality Annotations: Combining Neural Machine Translation with Cross-Linguistic Span Alignment to Apply NER to Clinical Texts in a Low-Resource Language
Henning Schäfer, Ahmad Idrissi-Yaghir, Peter A. Horn, Christoph M. Friedrich
11:20–11:40 Fine-tuning BERT Models for Summarizing German Radiology Findings
Siting Liang, Klaus Kades, Matthias A. Fink, Peter Maximilian Full, Tim Frederik Weber, Jens Kleesiek, Michael Strube, Klaus Maier-Hein
11:40–12:00 Clinical Flair: A Pre-Trained Language Model for Spanish Clinical Natural Language Processing
Matías Rojas, Jocelyn Dunstan, Fabián Villena
12:00–13:30 Lunch
13:30–15:10 Session 3
13:30–13:50 Exploring Text Representations for Generative Temporal Relation Extraction
Dmitriy Dligach, Steven Bethard, Timothy A Miller, Guergana K Savova
13:50–14:10 Ensemble-based Fine-Tuning Strategy for Temporal Relation Extraction from the Clinical Narrative
Lijing Wang, Timothy A Miller, Steven Bethard, Guergana K Savova
14:10–14:30 Learning to Ask Like a Physician
Eric Lehman, Vladislav Lialin, Katelyn Edelwina Yap Legaspi, Anne Janelle R. Sy, Patricia Therese S. Pile, Nicole Rose Alberto, Richard Raymund Reyes Ragasa, Corinna Victoria M. Puyat, Marianne Katharina Vicera Taliño, Isabelle Rose I Alberto, Pia Gabrielle Isidro Alfonso, Dana Moukheiber, Byron C Wallace, Anna Rumshisky, Jennifer J. Liang, Preethi Raghavan, Leo Anthony Celi, Peter Szolovits
14:30–14:50 What Do You See in this Patient? Behavioral Testing of Clinical NLP Models
Betty van Aken, Sebastian Herrmann, Alexander Löser
14:50–15:10 RRED : A Radiology Report Error Detector based on Deep Learning Framework
Dabin Min, Kaeun Kim, Jong Hyuk Lee, Yisak Kim, Chang Min Park
15:10–15:30 Break
15:30–15:50 Session 4
15:30–15:50 $m$-Networks: Adapting the Triplet Networks for Acronym Disambiguation
Sandaru Seneviratne, Elena Daskalaki, Artem Lenskiy, Hanna Suominen
15:50–17:00 Closing Session
15:50–15:35 Keynote: Hongfang Liu
15:35–16:50 Keynote Q&A
16:50–17:00 Closing Remarks