1 code implementation • ACL 2022 • Yupian Lin, Tong Ruan, Ming Liang, Tingting Cai, Wen Du, Yi Wang
Secondly, the tool provides annotation of events, nested event and nested entity, which are frequently required in domain-related text structuring tasks.
no code implementations • 17 May 2024 • Xiaoming Shi, Zeming Liu, Li Du, Yuxuan Wang, Hongru Wang, Yuhang Guo, Tong Ruan, Jie Xu, Shaoting Zhang
As a result, an overview of the categories, methods, and evaluation of medical dialogue systems remain limited and underspecified, hindering the further improvement of this area.
no code implementations • 27 Apr 2024 • Zhongzhen Huang, Kui Xue, Yongqi Fan, Linjie Mu, Ruoyu Liu, Tong Ruan, Shaoting Zhang, Xiaofan Zhang
With experimental results, we show that our framework brings notable performance improvements and surpasses the previous counterparts in the evidence retrieval process in terms of evidence retrieval accuracy.
no code implementations • 28 Feb 2024 • Xiaosong Wang, Xiaofan Zhang, Guotai Wang, Junjun He, Zhongyu Li, Wentao Zhu, Yi Guo, Qi Dou, Xiaoxiao Li, Dequan Wang, Liang Hong, Qicheng Lao, Tong Ruan, Yukun Zhou, Yixue Li, Jie Zhao, Kang Li, Xin Sun, Lifeng Zhu, Shaoting Zhang
The emerging trend of advancing generalist artificial intelligence, such as GPTv4 and Gemini, has reshaped the landscape of research (academia and industry) in machine learning and many other research areas.
no code implementations • 5 Dec 2023 • Binbin Li, Tianxin Meng, Xiaoming Shi, Jie Zhai, Tong Ruan
To address this issue, we first propose LLM-executavle clinical guidance tree(CGT), which can be directly used by large language models, and construct medical diagnostic decision-making dataset (MedDM), from flowcharts in clinical practice guidelines.
no code implementations • 15 Aug 2023 • Xiaoming Shi, Jie Xu, Jinru Ding, Jiali Pang, Sichen Liu, Shuqing Luo, Xingwei Peng, Lu Lu, Haihong Yang, Mingtao Hu, Tong Ruan, Shaoting Zhang
Despite their alluring technological potential, there is no unified and comprehensive evaluation criterion, leading to the inability to evaluate the quality and potential risks of medical LLMs, further hindering the application of LLMs in medical treatment scenarios.
1 code implementation • 21 Nov 2022 • Yongyu Yan, Kui Xue, Xiaoming Shi, Qi Ye, Jingping Liu, Tong Ruan
Continual pretraining is a popular way of building a domain-specific pretrained language model from a general-domain language model.
1 code implementation • 30 Jun 2022 • Jingping Liu, Yuqiu Song, Kui Xue, Hongli Sun, Chao Wang, Lihan Chen, Haiyun Jiang, Jiaqing Liang, Tong Ruan
Specifically, we focus on layer tuning for feed-forward network in the Transformer, namely FL-tuning.
no code implementations • 18 Mar 2022 • Jun Liu, Tong Ruan, Haofen Wang, Huanhuan Zhang
The dialogue state tracking (DST) module in the medical dialogue system which interprets utterances into the machine-readable structure for downstream tasks is particularly challenging.
no code implementations • 22 Jan 2021 • Ming Liang, Kui Xue, Tong Ruan
FB merges the similarity come from MTCG and KAR to sort the terminologies from different perspectives.
1 code implementation • 21 Aug 2019 • Kui Xue, Yangming Zhou, Zhiyuan Ma, Tong Ruan, Huanhuan Zhang, Ping He
Entity and relation extraction is the necessary step in structuring medical text.
no code implementations • 19 Aug 2019 • Jiahui Qiu, Yangming Zhou, Zhiyuan Ma, Tong Ruan, Jinlin Liu, Jing Sun
Clinical text structuring is a critical and fundamental task for clinical research.
no code implementations • 24 Dec 2018 • Xuli Liu, Jihao Jin, Qi. Wang, Tong Ruan, Yangming Zhou, Daqi Gao, Yichao Yin
Based on the proposed model, we also construct a PatientEG dataset with 191, 294 events, 3, 429 distinct entities, and 545, 993 temporal relations using EMRs from Shanghai Shuguang hospital.
no code implementations • 27 Aug 2018 • Jiahui Qiu, Qi. Wang, Yangming Zhou, Tong Ruan, Ju Gao
In this paper, we propose a Residual Dilated Convolutional Neural Network with Conditional Random Field (RD-CNN-CRF) to solve it.
no code implementations • 18 Jul 2018 • Qi. Wang, Jiahui Qiu, Yangming Zhou, Tong Ruan, Daqi Gao, Ju Gao
Coronary artery disease (CAD) is one of the leading causes of cardiovascular disease deaths.
1 code implementation • 13 May 2018 • Qi. Wang, Chenming Xu, Yangming Zhou, Tong Ruan, Daqi Gao, Ping He
In this paper, we present an attention-based Bi-GRU-CapsNet model to detect hypernymy relationship between compound entities.
no code implementations • 13 Apr 2018 • Qi. Wang, Yuhang Xia, Yangming Zhou, Tong Ruan, Daqi Gao, Ping He
Clinical Named Entity Recognition (CNER) aims to identify and classify clinical terms such as diseases, symptoms, treatments, exams, and body parts in electronic health records, which is a fundamental and crucial task for clinical and translational research.