Few-shot Learning for Named Entity Recognition in Medical Text

Few-shot Learning for Named Entity Recognition in Medical Text

13 November 2018

Maximilian Hofer

Andrey Kormilitzin

Paul W. Goldberg

A. Nevado-Holgado

Papers citing "Few-shot Learning for Named Entity Recognition in Medical Text"

10 / 10 papers shown

Title
From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot Contexts Milos Kosprdic Nikola Prodanović Adela Ljajić Bojana Bašaragin Nikola Milosevic MedIm 23 5 0 05 May 2023
Clinical Prompt Learning with Frozen Language Models Niall Taylor Yi Zhang Dan W Joyce A. Nevado-Holgado Andrey Kormilitzin VLM LM&MA 16 31 0 11 May 2022
Template-free Prompt Tuning for Few-shot NER Ruotian Ma Xin Zhou Tao Gui Y. Tan Linyang Li Qi Zhang Xuanjing Huang VLM 155 178 0 28 Sep 2021
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework Yaqing Wang Haoda Chu Chao Zhang Jing Gao 38 38 0 11 Sep 2021
GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain M. Moradi Kathrin Blagec F. Haberl Matthias Samwald LM&MA AI4MH 42 65 0 06 Sep 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured Data Yang Hu Adriane P. Chapman Guihua Wen Dame Wendy Hall 44 24 0 11 Jun 2021
Few-NERD: A Few-Shot Named Entity Recognition Dataset Ning Ding Guangwei Xu Yulin Chen Xiaobin Wang Xu Han Pengjun Xie Haitao Zheng Zhiyuan Liu 26 229 0 16 May 2021
Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning Yi Yang Arzoo Katiyar NAI 36 61 0 06 Oct 2020
Med7: a transferable clinical natural language processing model for electronic health records Andrey Kormilitzin N. Vaci Qiang Liu A. Nevado-Holgado 22 115 0 03 Mar 2020
Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks Luka Gligic Andrey Kormilitzin Paul W. Goldberg A. Nevado-Holgado 36 83 0 06 Jan 2019