15 citations · 16 across the 4 of their papers we have counts for
4 papers
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…
Humanly Certifying Superhuman Classifiers
Qiongkai Xu, Christian Walder, Chenchen Xu
Estimating the performance of a machine learning system is a longstanding challenge in artificial intelligence research. Today, this challenge is especially relevant given the emer…
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…
Reinforced Molecular Optimization with Neighborhood-Controlled Grammars
Chencheng Xu, Qiao Liu, Minlie Huang +1
A major challenge in the pharmaceutical industry is to design novel molecules with specific desired properties, especially when the property evaluation is costly. Here, we propose…