A Knowledge-enhanced Two-stage Generative Framework for Medical Dialogue Information Extraction

1 code implementation • 30 Jul 2023 • Zefa Hu, Ziyi Ni, Jing Shi, Shuang Xu, Bo Xu

However, these generative methods output a whole sequence consisting of term-status pairs in one stage and ignore integrating prior knowledge, which demands a deeper understanding to model the relationship between terms and infer the status of each term.

Matching-based Term Semantics Pre-training for Spoken Patient Query Understanding

1 code implementation • 2 Mar 2023 • Zefa Hu, Xiuyi Chen, Haoran Wu, Minglun Han, Ziyi Ni, Jing Shi, Shuang Xu, Bo Xu

Medical Slot Filling (MSF) task aims to convert medical queries into structured information, playing an essential role in diagnosis dialogue systems.

slot-filling Slot Filling