79 citations · 164 across the 10 of their papers we have counts for
4 papers · 1 filter
Enhancing Clinical Information Extraction with Transferred Contextual Embeddings
Zimin Wan, Chenchen Xu, Hanna Suominen
The Bidirectional Encoder Representations from Transformers (BERT) model has achieved the state-of-the-art performance for many natural language processing (NLP) tasks. Yet, limite…
Analyzing the Granularity and Cost of Annotation in Clinical Sequence Labeling
Haozhan Sun, Chenchen Xu, Hanna Suominen
Well-annotated datasets, as shown in recent top studies, are becoming more important for researchers than ever before in supervised machine learning (ML). However, the dataset anno…
A Token-wise CNN-based Method for Sentence Compression
Weiwei Hou, Hanna Suominen, Piotr Koniusz +2
Sentence compression is a Natural Language Processing (NLP) task aimed at shortening original sentences and preserving their key information. Its applications can benefit many fiel…
Private Text Classification
Leif W. Hanlen, Richard Nock, Hanna Suominen +1
Confidential text corpora exist in many forms, but do not allow arbitrary sharing. We explore how to use such private corpora using privacy preserving text analytics. We construct…