A Survey of Methods for Addressing Class Imbalance in Deep-Learning
Based Natural Language Processing

A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language Processing

10 October 2022

William H. Beluch

Alexander Fraser

Annemarie Friedrich

Papers citing "A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language Processing"

14 / 14 papers shown

Title
Deep Dive into the Language of International Relations: NLP-based Analysis of UNESCO's Summary Records Joanna Wojciechowska Mateusz Sypniewski Maria Śmigielska Igor Kamiñski Emilia Wisnios Hanna Schreiber Bartosz Pieliñski 32 2 0 31 Jul 2023
Paraphrase Identification with Deep Learning: A Review of Datasets and Methods Chao Zhou Cheng Qiu Daniel Ernesto Acuna 32 25 0 13 Dec 2022
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 130 0 15 Dec 2021
Fairness-aware Class Imbalanced Learning Shivashankar Subramanian Afshin Rahimi Timothy Baldwin Trevor Cohn Lea Frermann FaML 109 28 0 21 Sep 2021
Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification Varsha Suresh Desmond C. Ong VLM 66 79 0 12 Sep 2021
Uncovering Main Causalities for Long-tailed Information Extraction Guoshun Nan Jiaqi Zeng Rui Qiao Zhijiang Guo Wei Lu CML 54 46 0 11 Sep 2021
Balancing Methods for Multi-label Text Classification with Long-Tailed Class Distribution Yi Huang Buse Giledereli Abdullatif Köksal Arzucan Özgür Elif Özkirimli VLM 39 76 0 10 Sep 2021
Memorisation versus Generalisation in Pre-trained Language Models Michael Tänzer Sebastian Ruder Marek Rei 94 50 0 16 Apr 2021
Applying Occam's Razor to Transformer-Based Dependency Parsing: What Works, What Doesn't, and What is Really Necessary Stefan Grünewald Annemarie Friedrich Jonas Kuhn 58 11 0 23 Oct 2020
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios Michael A. Hedderich Lukas Lange Heike Adel Jannik Strötgen Dietrich Klakow 202 286 0 23 Oct 2020
Multi-Label Sentiment Analysis on 100 Languages with Dynamic Weighting for Label Imbalance Selim F. Yilmaz E. Kaynak Aykut Koç H. Dibeklioğlu Suleyman Serdar Kozat 31 26 0 26 Aug 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez F. I. F. Richard Yu ObjD 95 544 0 16 Mar 2020
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014
SMOTE: Synthetic Minority Over-sampling Technique Nitesh V. Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 163 25,256 0 09 Jun 2011