An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering

4 December 2019

Papers citing "An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering"

33 / 33 papers shown

Title
QOG:Question and Options Generation based on Language Model Jincheng Zhou 34 2 0 18 Jun 2024
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Dinesh Manocha KELM VLM 44 103 0 20 Feb 2024
Flesch or Fumble? Evaluating Readability Standard Alignment of Instruction-Tuned Language Models Joseph Marvin Imperial Harish Tayyar Madabushi ELM 40 11 0 11 Sep 2023
Generative Data Augmentation using LLMs improves Distributional Robustness in Question Answering Arijit Ghosh Chowdhury Aman Chadha OOD 16 3 0 03 Sep 2023
A Pretrainer's Guide to Training Data: Measuring the Effects of Data Age, Domain Coverage, Quality, & Toxicity Shayne Longpre Gregory Yauney Emily Reif Katherine Lee Adam Roberts ... Denny Zhou Jason W. Wei Kevin Robinson David M. Mimno Daphne Ippolito 31 150 0 22 May 2023
Controllable Data Augmentation for Context-Dependent Text-to-SQL Dingzirui Wang Longxu Dou Wanxiang Che 25 0 0 27 Apr 2023
LongForm: Effective Instruction Tuning with Reverse Instructions Abdullatif Köksal Timo Schick Anna Korhonen Hinrich Schütze SyDa ALM 31 34 0 17 Apr 2023
UATTA-EB: Uncertainty-Aware Test-Time Augmented Ensemble of BERTs for Classifying Common Mental Illnesses on Social Media Posts Pratinav Seth Mihir Agarwal AI4MH 21 1 0 10 Apr 2023
Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play Qi Liu Zihuiwen Ye Tao Yu Phil Blunsom Linfeng Song 36 10 0 21 Oct 2022
Prompting GPT-3 To Be Reliable Chenglei Si Zhe Gan Zhengyuan Yang Shuohang Wang Jianfeng Wang Jordan L. Boyd-Graber Lijuan Wang KELM LRM 50 283 0 17 Oct 2022
Improved Text Classification via Test-Time Augmentation H. Lu Divya Shanmugam Harini Suresh John Guttag ViT 33 11 0 27 Jun 2022
QAGAN: Adversarial Approach To Learning Domain Invariant Language Features Shubham Shrivastava Kaiyue Wang OOD 29 2 0 24 Jun 2022
ZusammenQA: Data Augmentation with Specialized Models for Cross-lingual Open-retrieval Question Answering System Chia-Chien Hung Tommaso Green Robert Litschko Tornike Tsereteli Sotaro Takeshita Marco Bombieri Goran Glavavs Simone Paolo Ponzetto RALM LRM 11 2 0 30 May 2022
Data Augmentation for Biomedical Factoid Question Answering Dimitris Pappas Prodromos Malakasiotis Ion Androutsopoulos MedIm 30 12 0 10 Apr 2022
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation Ehsan Kamalloo Mehdi Rezagholizadeh A. Ghodsi 23 9 0 17 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 52 29 0 15 Mar 2022
Active Learning Over Multiple Domains in Natural Language Tasks Shayne Longpre Julia Reisler E. G. Huang Yi Lu Andrew J. Frank Nikhil Ramesh Chris DuBois OOD 27 13 0 01 Feb 2022
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 132 274 0 05 Oct 2021
Single-dataset Experts for Multi-dataset Question Answering Dan Friedman Ben Dodge Danqi Chen MoMe 134 26 0 28 Sep 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 247 239 0 10 Sep 2021
Cheap and Good? Simple and Effective Data Augmentation for Low Resource Machine Reading Hoang Van Vikas Yadav Mihai Surdeanu RALM 11 10 0 08 Jun 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 42 799 0 07 May 2021
Open-Domain Question Answering Goes Conversational via Question Rewriting R. Anantha Svitlana Vakulenko Zhucheng Tu Shayne Longpre S. Pulman Srinivas Chappidi LRM 25 164 0 10 Oct 2020
Improving QA Generalization by Concurrent Modeling of Multiple Biases Mingzhu Wu N. Moosavi Andreas Rucklé Iryna Gurevych AI4CE 21 17 0 07 Oct 2020
How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? Shayne Longpre Yu Wang Christopher DuBois ViT 19 83 0 05 Oct 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 19 489 0 31 Jul 2020
Question Rewriting for Conversational Question Answering Svitlana Vakulenko Shayne Longpre Zhucheng Tu R. Anantha 20 174 0 30 Apr 2020
The Effect of Natural Distribution Shift on Question Answering Models John Miller K. Krauth Benjamin Recht Ludwig Schmidt OOD 23 143 0 29 Apr 2020
Contextualized Representations Using Textual Encyclopedic Knowledge Mandar Joshi Kenton Lee Yi Luan Kristina Toutanova 31 30 0 24 Apr 2020
Adversarial Augmentation Policy Search for Domain and Cross-Lingual Generalization in Reading Comprehension A. Maharana Joey Tianyi Zhou AAML 17 13 0 13 Apr 2020
A Survey on Machine Reading Comprehension Systems Razieh Baradaran Razieh Ghiasi Hossein Amirkhani FaML 13 85 0 06 Jan 2020
MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension Adam Fisch Alon Talmor Robin Jia Minjoon Seo Eunsol Choi Danqi Chen 27 301 0 22 Oct 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 299 6,984 0 20 Apr 2018