📰 Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2020 — accepted papers

Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2020 is the 2020 edition of the Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC, held in Online, November 2020 (publisher: European Language Resources Association (ELRA)). The ACL Anthology lists 33 papers of it; our library holds 1 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Online · 🗓 November 2020

Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-ArtPatrick Lewis, Myle Ott, Jingfei Du et al.167 citations · our summary
2. BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition ↗Elisa Terumi Rubel Schneider, João Vitor Andrioli de Souza, Julien Knafou et al.94 citations
3. BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining ↗Zachariah Zhang, Jingshu Liu, Narges Razavian76 citations
4. Clinical XLNet: Modeling Sequential Clinical Notes and Predicting Prolonged Mechanical Ventilation ↗Kexin Huang, Abhishek Singh, Sitong Chen et al.54 citations
5. The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish ↗Pablo Báez, Fabián Villena, Matías Rojas et al.35 citations
6. MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining ↗Zhi Wen, Xing Han Lu, Siva Reddy28 citations
7. Assessment of DistilBERT performance on Named Entity Recognition task for the detection of Protected Health Information and medical concepts ↗Macarious Abadeer20 citations
8. Learning from Unlabelled Data for Clinical Semantic Textual Similarity ↗Yuxia Wang, Karin Verspoor, Timothy Baldwin20 citations
9. Dilated Convolutional Attention Network for Medical Code Assignment from Clinical Text ↗Shaoxiong Ji, Erik Cambria, Pekka Marttinen19 citations
10. Joint Learning with Pre-trained Transformer on Named Entity Recognition and Relation Extraction Tasks for Clinical Analytics ↗Miao Chen, Ganhui Lan, Fang Du et al.19 citations

All accepted papers (33)

The most cited first; 1 with our summary link to their page here, the others to the original.

1. Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-ArtPatrick Lewis, Myle Ott, Jingfei Du et al.167 citations · our summary
2. BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition ↗Elisa Terumi Rubel Schneider, João Vitor Andrioli de Souza, Julien Knafou et al.94 citations
3. BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining ↗Zachariah Zhang, Jingshu Liu, Narges Razavian76 citations
4. Clinical XLNet: Modeling Sequential Clinical Notes and Predicting Prolonged Mechanical Ventilation ↗Kexin Huang, Abhishek Singh, Sitong Chen et al.54 citations
5. The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish ↗Pablo Báez, Fabián Villena, Matías Rojas et al.35 citations
6. MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining ↗Zhi Wen, Xing Han Lu, Siva Reddy28 citations
7. Assessment of DistilBERT performance on Named Entity Recognition task for the detection of Protected Health Information and medical concepts ↗Macarious Abadeer20 citations
8. Learning from Unlabelled Data for Clinical Semantic Textual Similarity ↗Yuxia Wang, Karin Verspoor, Timothy Baldwin20 citations
9. Dilated Convolutional Attention Network for Medical Code Assignment from Clinical Text ↗Shaoxiong Ji, Erik Cambria, Pekka Marttinen19 citations
10. Joint Learning with Pre-trained Transformer on Named Entity Recognition and Relation Extraction Tasks for Clinical Analytics ↗Miao Chen, Ganhui Lan, Fang Du et al.19 citations
11. Evaluation of Transfer Learning for Adverse Drug Event (ADE) and Medication Entity Extraction ↗Sankaran Narayanan, Kaivalya Mannam, Sreeranga P Rajan et al.18 citations
12. Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP ↗John Chen, Ian Berlot-Attwell, Xindi Wang et al.14 citations
13. Multiple Sclerosis Severity Classification From Clinical Text ↗Alister D'Costa, Stefan Denkovski, Michal Malyska et al.11 citations
14. PHICON: Improving Generalization of Clinical Text De-identification Models via Data Augmentation ↗Xiang Yue, Shuang Zhou10 citations
15. Utilizing Multimodal Feature Consistency to Detect Adversarial Examples on Clinical Summaries ↗Wenjie Wang, Youngja Park, Taesung Lee et al.10 citations
16. Weakly Supervised Medication Regimen Extraction from Medical Conversations ↗Dhruvesh Patel, Sandeep Konam, Sai Prabhakar9 citations
17. Automatic recognition of abdominal lymph nodes from clinical text ↗Yifan Peng, Sungwon Lee, Daniel C. Elton et al.6 citations
18. Extracting Relations between Radiotherapy Treatment Details ↗Danielle Bitterman, Timothy Miller, David Harris et al.6 citations
19. How You Ask Matters: The Effect of Paraphrastic Questions to BERT Performance on a Clinical SQuAD Dataset ↗Sungrim (Riea) Moon, Jungwei Fan6 citations
20. Knowledge Grounded Conversational Symptom Detection with Graph Memory Networks ↗Hongyin Luo, Shang-Wen Li, James Glass5 citations
21. Incorporating Risk Factor Embeddings in Pre-trained Transformers Improves Sentiment Prediction in Psychiatric Discharge Summaries ↗Xiyu Ding, Mei-Hua Hall, Timothy Miller4 citations
22. Advancing Seq2seq with Joint Paraphrase Learning ↗So Yeon Min, Preethi Raghavan, Peter Szolovits3 citations
23. An Ensemble Approach for Automatic Structuring of Radiology Reports ↗Morteza Pourreza Shahri, Amir Tahmasebi, Bingyang Ye et al.3 citations
24. Classification of Syncope Cases in Norwegian Medical Records ↗Ildiko Pilan, Pål H. Brekke, Fredrik A. Dahl et al.3 citations
25. Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions ↗John Langton, Krishna Srihasam, Junlin Jiang3 citations

See all 33 papers in Workshop on Clinical Natural Language Processing (Clinical NLP) @ LREC 2020 — accepted papers →

📄 Papers with our summary in our library (1)

The most cited first (OpenAlex citations plus our library's).

1. Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-ArtWorkshop on Clinical Natural Language Processing (Clinical NLP) @ LRECPatrick Lewis, Myle Ott, Jingfei Du, et al.2020 · 241 citations

📚 Fields

🎭Arts and Humanities (1)🧬Biochemistry, Genetics and Molecular Biology (1)🖥️Computer Science (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🏢MetaMenlo Park · United States1 work here🎓University College LondonLondon · United Kingdom1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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