Rethinking Negative Sampling for Handling Missing Entity Annotations

26 August 2021

Papers citing "Rethinking Negative Sampling for Handling Missing Entity Annotations"

11 / 11 papers shown

Title
DynClean: Training Dynamics-based Label Cleaning for Distantly-Supervised Named Entity Recognition Qi Zhang Huitong Pan Zhijia Chen Longin Jan Latecki Cornelia Caragea Eduard Constantin Dragut 30 0 0 06 Apr 2025
Does Negative Sampling Matter? A Review with Insights into its Theory and Applications Zhen Yang Ming Ding Tinglin Huang Yukuo Cen Junshuai Song Bin Xu Yuxiao Dong Jie Tang 33 9 0 27 Feb 2024
Rethinking Negative Instances for Generative Named Entity Recognition Yuyang Ding Juntao Li Pinzheng Wang Zecheng Tang Bowen Yan Min Zhang 37 10 0 26 Feb 2024
MProto: Multi-Prototype Network with Denoised Optimal Transport for Distantly Supervised Named Entity Recognition Shuhui Wu Yongliang Shen Zeqi Tan Wenqi Ren Jietian Guo Shiliang Pu Weiming Lu 32 4 0 12 Oct 2023
Uncertainty in Natural Language Processing: Sources, Quantification, and Applications Mengting Hu Zhen Zhang Shiwan Zhao Minlie Huang Bingzhe Wu BDL 31 34 0 05 Jun 2023
Better Sampling of Negatives for Distantly Supervised Named Entity Recognition Lu Xu Lidong Bing Wei Lu NoLa 27 2 0 22 May 2023
Data-efficient Active Learning for Structured Prediction with Partial Annotation and Self-Training Zhisong Zhang Emma Strubell Eduard H. Hovy 11 1 0 22 May 2023
SANTA: Separate Strategies for Inaccurate and Incomplete Annotation Noise in Distantly-Supervised Named Entity Recognition Shuzheng Si Zefan Cai Shuang Zeng Guoqiang Feng Jiaxing Lin Baobao Chang 29 4 0 06 May 2023
Towards Integration of Discriminability and Robustness for Document-Level Relation Extraction Jiannan Guo Stanley Kok Lidong Bing 21 8 0 03 Apr 2023
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER Ruotian Ma Xuanting Chen Lin Zhang Xin Zhou Junzhe Wang Tao Gui Qi Zhang Xiang Gao Yunwen Chen 39 8 0 10 Oct 2022
SCL-RAI: Span-based Contrastive Learning with Retrieval Augmented Inference for Unlabeled Entity Problem in NER Shuzheng Si Shuang Zeng Jiaxing Lin Baobao Chang RALM 32 11 0 04 Sep 2022