Decomposed Meta-Learning for Few-Shot Named Entity Recognition

12 April 2022

Huiqiang Jiang

Papers citing "Decomposed Meta-Learning for Few-Shot Named Entity Recognition"

21 / 21 papers shown

Title
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual Framework Ibrahim Bouabdallaoui Fatima Guerouate Samya Bouhaddour C. Saadi Mohammed Sbihi 34 0 0 04 Feb 2025
Fighting Against the Repetitive Training and Sample Dependency Problem in Few-shot Named Entity Recognition Chang Tian Wenpeng Yin Dan Li Marie-Francine Moens 34 4 0 08 Jun 2024
A Unified Label-Aware Contrastive Learning Framework for Few-Shot Named Entity Recognition Haojie Zhang Yimeng Zhuang 38 0 0 26 Apr 2024
Few-shot Name Entity Recognition on StackOverflow Xinwei Chen Kun Li Tianyou Song Jiangjian Guo 26 15 0 15 Apr 2024
A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER Guanting Dong Zechen Wang Jinxu Zhao Gang Zhao Daichi Guo ... Keqing He Xuefeng Li Liwen Wang Xinyue Cui Weiran Xu 32 19 0 28 Aug 2023
NBIAS: A Natural Language Processing Framework for Bias Identification in Text Shaina Razaa Muskan Garg Deepak John Reji Syed Raza Bashir Chen Ding 32 45 0 03 Aug 2023
Unifying Token and Span Level Supervisions for Few-Shot Sequence Labeling Zifeng Cheng Qingyu Zhou Zhiwei Jiang Xuemin Zhao Yunbo Cao Qing Gu 16 3 0 16 Jul 2023
PromptNER: A Prompting Method for Few-shot Named Entity Recognition via k Nearest Neighbor Search Mozhi Zhang Hang Yan Yaqian Zhou Xipeng Qiu 8 10 0 20 May 2023
UniEX: An Effective and Efficient Framework for Unified Information Extraction via a Span-extractive Perspective Ping Yang Junyu Lu Ruyi Gan Junjie Wang Yuxiang Zhang Jiaxing Zhang Pingjian Zhang 15 11 0 17 May 2023
Causal Interventions-based Few-Shot Named Entity Recognition Zhen Yang Yongbin Liu Chunping Ouyang CML 19 0 0 03 May 2023
A Prototypical Semantic Decoupling Method via Joint Contrastive Learning for Few-Shot Name Entity Recognition Guanting Dong Zechen Wang Liwen Wang Daichi Guo Dayuan Fu ... Tingfeng Hui Keqing He Xinyue Cui QiXiang Gao Weiran Xu 15 7 0 27 Feb 2023
Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling J. Wang Chengyu Wang Jun Huang Ming Gao Aoying Zhou BDL UQLM NoLa 37 4 0 17 Feb 2023
Meta-Learning Triplet Network with Adaptive Margins for Few-Shot Named Entity Recognition Chengcheng Han Renyu Zhu Jun Kuang Feng-Xiang Chen Xiang Li Ming Gao Xuezhi Cao Wei Yu Wu 19 5 0 14 Feb 2023
ProKD: An Unsupervised Prototypical Knowledge Distillation Network for Zero-Resource Cross-Lingual Named Entity Recognition Ling Ge Chuming Hu Guanghui Ma Hong Zhang Jihong Liu 13 3 0 21 Jan 2023
Few-Shot Nested Named Entity Recognition Hong Ming Jiaoyun Yang Lili Jiang Yan Pan Ning An 19 10 0 02 Dec 2022
Prompt-Based Metric Learning for Few-Shot NER Yanru Chen Yanan Zheng Zhilin Yang VLM 31 27 0 08 Nov 2022
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition J. Wang Chengcheng Han Chengyu Wang Chuanqi Tan Minghui Qiu Songfang Huang Jun Huang Ming Gao 19 21 0 17 Oct 2022
Win-Win Cooperation: Bundling Sequence and Span Models for Named Entity Recognition Bin Ji Shasha Li Jie Yu Jun Ma Huijun Liu 25 2 0 07 Jul 2022
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling Peiyi Wang Runxin Xu Tianyu Liu Qingyu Zhou Yunbo Cao Baobao Chang Zhifang Sui 24 58 0 27 Sep 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,916 0 31 Dec 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,659 0 09 Mar 2017