Search Results for author: Huayu Zhang

Found 5 papers, 2 papers with code

Infusing clinical knowledge into tokenisers for language models

no code implementations20 Jun 2024 Abul Hasan, Jinge Wu, Quang Ngoc Nguyen, Salomé Andres, Imane Guellil, Huayu Zhang, Arlene Casey, Beatrice Alex, Bruce Guthrie, Honghan Wu

Specifically, using K-Tokeniser, the language models would only require 50\% of the training data to achieve the best performance of the baseline tokeniser using all training data in the concept extraction task and less than 20\% of the data for the automated coding task.

Clinical Knowledge Relation Extraction

Explainable Bayesian Recurrent Neural Smoother to Capture Global State Evolutionary Correlations

no code implementations17 Jun 2024 Shi Yan, Yan Liang, Huayu Zhang, Le Zheng, Difan Zou, Binglu Wang

Through integrating the evolutionary correlations across global states in the bidirectional recursion, an explainable Bayesian recurrent neural smoother (EBRNS) is proposed for offline data-assisted fixed-interval state smoothing.

Computational Efficiency

Deterministic Computing Power Networking: Architecture, Technologies and Prospects

no code implementations31 Jan 2024 Qingmin Jia, Yujiao Hu, Xiaomao Zhou, Qianpiao Ma, Kai Guo, Huayu Zhang, Renchao Xie, Tao Huang, Yunjie Liu

With the development of new Internet services such as computation-intensive and delay-sensitive tasks, the traditional "Best Effort" network transmission mode has been greatly challenged.

Rare Disease Identification from Clinical Notes with Ontologies and Weak Supervision

1 code implementation5 May 2021 Hang Dong, Víctor Suárez-Paniagua, Huayu Zhang, Minhong Wang, Emma Whitfield, Honghan Wu

The identification of rare diseases from clinical notes with Natural Language Processing (NLP) is challenging due to the few cases available for machine learning and the need of data annotation from clinical experts.

Entity Linking

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