Dice Loss for Data-imbalanced NLP Tasks

7 November 2019

Jiwei Li

Papers citing "Dice Loss for Data-imbalanced NLP Tasks"

48 / 148 papers shown

Title
A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications L. Wolf Ard Kastrati M. Płomecka J. Li Dustin Klebe Alexander Veicht Roger Wattenhofer N. Langer 17 10 0 17 Jun 2022
NewsEdits: A News Article Revision Dataset and a Document-Level Reasoning Challenge Alexander Spangher Xiang Ren Jonathan May Nanyun Peng KELM 22 22 0 14 Jun 2022
RDU: A Region-based Approach to Form-style Document Understanding Fengbin Zhu Chao Wang Wenqiang Lei Ziyang Liu Tat-Seng Chua 17 2 0 14 Jun 2022
Unsupervised Reinforcement Adaptation for Class-Imbalanced Text Classification Yuexin Wu Xiaolei Huang 22 3 0 26 May 2022
DeepStruct: Pretraining of Language Models for Structure Prediction Chenguang Wang Xiao Liu Zui Chen Haoyun Hong Jie Tang Dawn Song 217 66 0 21 May 2022
Why only Micro-F1? Class Weighting of Measures for Relation Classification David Harbecke Yuxuan Chen Leonhard Hennig Christoph Alt 26 19 0 19 May 2022
A two-steps approach to improve the performance of Android malware detectors N. Daoudi Kevin Allix Tegawende F. Bissyande Jacques Klein AAML 21 3 0 17 May 2022
Making Pretrained Language Models Good Long-tailed Learners Chen Zhang Lei Ren Jingang Wang Wei Yu Wu Dawei Song RALM VLM 20 8 0 11 May 2022
Optimising Equal Opportunity Fairness in Model Training Aili Shen Xudong Han Trevor Cohn Timothy Baldwin Lea Frermann FaML 21 28 0 05 May 2022
On Distribution Shift in Learning-based Bug Detectors Jingxuan He Luca Beurer-Kellner Martin Vechev 19 18 0 21 Apr 2022
$k$ NN-NER: Named Entity Recognition with Nearest Neighbor Search Shuhe Wang Xiaoya Li Yuxian Meng Tianwei Zhang Rongbin Ouyang Jiwei Li Guoyin Wang 21 11 0 31 Mar 2022
MF-Hovernet: An Extension of Hovernet for Colon Nuclei Identification and Counting (CoNiC) Challenge Thi Tuong Vi Vo Soo-Hyung Kim Taebum Lee 19 1 0 04 Mar 2022
$$\mathcal{Y}$-Tuning: An Efficient Tuning Paradigm for Large-Scale Pre-Trained Models via Label Representation Learning$ $\mathcal{Y}$ -Tuning: An Efficient Tuning Paradigm for Large-Scale Pre-Trained Models via Label Representation Learning Yitao Liu Chen An Xipeng Qiu 27 17 0 20 Feb 2022
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records Xi Yang Aokun Chen Nima M. Pournejatian Hoo-Chang Shin Kaleb E. Smith ... Duane A. Mitchell W. Hogan E. Shenkman Jiang Bian Yonghui Wu AI4MH LM&MA 37 499 0 02 Feb 2022
Sequence-to-Sequence Models for Extracting Information from Registration and Legal Documents Ramon Pires Fábio Souza G. Rosa R. Lotufo Rodrigo Nogueira 19 4 0 14 Jan 2022
On the Use of External Data for Spoken Named Entity Recognition Ankita Pasad Felix Wu Suwon Shon Karen Livescu Kyu Jeong Han 32 16 0 14 Dec 2021
KARL-Trans-NER: Knowledge Aware Representation Learning for Named Entity Recognition using Transformers Avi Chawla Nidhi Mulay Vikas Bishnoi Gaurav Dhama ViT 14 2 0 30 Nov 2021
Which Samples Should be Learned First: Easy or Hard? Xiaoling Zhou Ou Wu 19 17 0 11 Oct 2021
Fairness-aware Class Imbalanced Learning Shivashankar Subramanian Afshin Rahimi Timothy Baldwin Trevor Cohn Lea Frermann FaML 101 28 0 21 Sep 2021
Context-NER : Contextual Phrase Generation at Scale Himanshu Gupta Shreyas Verma Santosh Mashetty Swaroop Mishra 19 10 0 16 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 31 76 0 10 Sep 2021
Learning Opinion Summarizers by Selecting Informative Reviews Arthur Brazinskas Mirella Lapata Ivan Titov 40 29 0 09 Sep 2021
CP-loss: Connectivity-preserving Loss for Road Curb Detection in Autonomous Driving with Aerial Images Zhenhua Xu Yuxiang Sun Lujia Wang Ming-Yu Liu 14 13 0 26 Jul 2021
Improving Polyphonic Sound Event Detection on Multichannel Recordings with the Sørensen-Dice Coefficient Loss and Transfer Learning Karn N. Watcharasupat Thi Ngoc Tho Nguyen Ngoc Khanh Nguyen Zhen Jian Lee Douglas L. Jones W. Gan 14 0 0 22 Jul 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition Meihan Tong Shuai Wang Bin Xu Yixin Cao Minghui Liu Lei Hou Juan-Zi Li 31 51 0 29 Jun 2021
Automatic Construction of Enterprise Knowledge Base Junyi Chai Yujie He H. Hashemi Bing Li Daraksha Parveen Ranganath Kondapally Wenjin Xu 14 5 0 29 Jun 2021
TagRuler: Interactive Tool for Span-Level Data Programming by Demonstration Dongjin Choi Sara Evensen Çağatay Demiralp Estevam R. Hruschka 13 6 0 24 Jun 2021
Nested and Balanced Entity Recognition using Multi-Task Learning Andreas Waldis Luca Mazzola 8 1 0 11 Jun 2021
A Span Extraction Approach for Information Extraction on Visually-Rich Documents Tuan-Anh Dang Nguyen Hieu M. Vu Nguyen Hong Son Minh-Tien Nguyen 11 6 0 02 Jun 2021
Revisiting the Negative Data of Distantly Supervised Relation Extraction Chenhao Xie Jiaqing Liang Jingping Liu Chengsong Huang Wenhao Huang Yanghua Xiao 33 26 0 21 May 2021
Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning Xinyu Wang Yong-jia Jiang Nguyen Bach Tao Wang Zhongqiang Huang Fei Huang Kewei Tu 28 144 0 08 May 2021
Better Feature Integration for Named Entity Recognition Lu Xu Zhanming Jie Wei Lu Lidong Bing 11 37 0 12 Apr 2021
IITK@Detox at SemEval-2021 Task 5: Semi-Supervised Learning and Dice Loss for Toxic Spans Detection Archit Bansal Abhay Kaushik Ashutosh Modi 11 3 0 04 Apr 2021
Locally-Contextual Nonlinear CRFs for Sequence Labeling Harshil Shah Tim Z. Xiao David Barber 11 4 0 30 Mar 2021
Masked Conditional Random Fields for Sequence Labeling Tianwen Wei Jianwei Qi Shenghuang He Songtao Sun 17 18 0 19 Mar 2021
Simpson's Bias in NLP Training Fei Yuan Longtu Zhang Bojun Huang Yaobo Liang AI4CE 6 3 0 13 Mar 2021
Sequential Learning on Liver Tumor Boundary Semantics and Prognostic Biomarker Mining Jieneng Chen K. Yan Yu-Dong Zhang Youbao Tang Xun Xu ... Lingyun Huang Jing Xiao Alan Yuille Ya-Qin Zhang Le Lu 11 2 0 09 Mar 2021
Impact of Sound Duration and Inactive Frames on Sound Event Detection Performance Keisuke Imoto Sakiko Mishima Yumi Arai Reishi Kondo 13 20 0 03 Feb 2021
Structured Prediction as Translation between Augmented Natural Languages Giovanni Paolini Ben Athiwaratkun Jason Krone Jie Ma Alessandro Achille Rishita Anubhai Cicero Nogueira dos Santos Bing Xiang Stefano Soatto 17 284 0 14 Jan 2021
AT-BERT: Adversarial Training BERT for Acronym Identification Winning Solution for SDU@AAAI-21 Danqing Zhu Wangli Lin Yang Zhang Qiwei Zhong Guanxiong Zeng Weilin Wu Jiayu Tang 21 17 0 11 Jan 2021
Multitask Learning for Class-Imbalanced Discourse Classification Alexander Spangher Jonathan May Sz-Rung Shiang Lingjia Deng 14 5 0 02 Jan 2021
To BERT or Not to BERT: Comparing Task-specific and Task-agnostic Semi-Supervised Approaches for Sequence Tagging Kasturi Bhattacharjee Miguel Ballesteros Rishita Anubhai Smaranda Muresan Jie Ma Faisal Ladhak Yaser Al-Onaizan SSL 6 20 0 27 Oct 2020
Drink Bleach or Do What Now? Covid-HeRA: A Study of Risk-Informed Health Decision Making in the Presence of COVID-19 Misinformation Arkin Dharawat Ismini Lourentzou Alex Morales ChengXiang Zhai 20 17 0 17 Oct 2020
BioMegatron: Larger Biomedical Domain Language Model Hoo-Chang Shin Yang Zhang Evelina Bakhturina Raul Puri M. Patwary M. Shoeybi Raghav Mani AI4CE 11 143 0 12 Oct 2020
Augmented Natural Language for Generative Sequence Labeling Ben Athiwaratkun Cicero Nogueira dos Santos Jason Krone Bing Xiang VLM 6 60 0 15 Sep 2020
The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis Haiyang Yu Ningyu Zhang Shumin Deng Zonggang Yuan Yantao Jia Huajun Chen 17 15 0 15 Sep 2020
PONE: A Novel Automatic Evaluation Metric for Open-Domain Generative Dialogue Systems Tian Lan Xian-Ling Mao Wei Wei Xiaoyan Gao Heyan Huang 25 7 0 06 Apr 2020
A Survey on Deep Learning for Named Entity Recognition J. Li Aixin Sun Jianglei Han Chenliang Li 3DV 22 1,138 0 22 Dec 2018