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Wenxiu Zhou

3 accepted papers

2022

Diaformer: Automatic Diagnosis via Symptoms Sequence Generation

AAAI 2022technical

Automatic diagnosis has attracted increasing attention but remains challenging due to multi-step reasoning. Recent works usually address it by reinforcement learning methods. However, these methods show low efficiency and require task-specific reward functions. Considering the conversation between d…

2021

Leveraging Capsule Routing to Associate Knowledge with Medical Literature Hierarchically

EMNLP 2021main

Integrating knowledge into text is a promising way to enrich text representation, especially in the medical field. However, undifferentiated knowledge not only confuses the text representation but also imports unexpected noises. In this paper, to alleviate this problem, we propose leveraging capsule…

2020

MedWriter: Knowledge-Aware Medical Text Generation

COLING 2020main

To exploit the domain knowledge to guarantee the correctness of generated text has been a hot topic in recent years, especially for high professional domains such as medical. However, most of recent works only consider the information of unstructured text rather than structured information of the kn…

Cited by 7SourcePDFScholar