Papers by Arne Jonsson
Classifying Implant-Bearing Patients via their Medical Histories: a Pre-Study on Swedish EMRs with Semi-Supervised GanBERT (2022.lrec-1)
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Benjamin Danielsson, Marina Santini, Peter Lundberg, Yosef Al-Abasse, Arne Jonsson, Emma Eneling, Magnus Stridsman
| Challenge: | Identifying the presence of implants in certain patients is important for radiologists because some implants are not compatible with MRI scanning. |
| Approach: | They compare the performance of two BERT-based text classifiers whose task is to classify patients as having or not having implant(s) in their body. |
| Outcome: | The proposed classifiers outperform fully-supervised classifier models on annotated data. |
Controllable Sentence Simplification in Swedish Using Control Prefixes and Mined Paraphrases (2024.lrec-main)
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| Challenge: | Automated Text Simplification (ATS) systems aim to facilitate readability and comprehension by reducing linguistic complexity. |
| Approach: | They propose to use a dataset of Swedish paraphrases to train ATS models utilizing prefix-tuning with control prefixes to provide more control over the simplification. |
| Outcome: | The proposed model improves on the baseline model and compares with previous models. |