GenAug: Data Augmentation for Finetuning Text Generators

5 October 2020

Papers citing "GenAug: Data Augmentation for Finetuning Text Generators"

36 / 36 papers shown

Title
The Impact of Code-switched Synthetic Data Quality is Task Dependent: Insights from MT and ASR Injy Hamed Ngoc Thang Vu Nizar Habash 40 0 0 30 Mar 2025
Few-shot LLM Synthetic Data with Distribution Matching Jiyuan Ren Zhaocheng Du Zhihao Wen Qinglin Jia Sunhao Dai Chuhan Wu Zhenhua Dong SyDa 87 0 0 09 Feb 2025
Exploring Empty Spaces: Human-in-the-Loop Data Augmentation Catherine Yeh Donghao Ren Yannick Assogba Dominik Moritz Fred Hohman 38 0 0 01 Oct 2024
A Survey of Data Synthesis Approaches Hsin-Yu Chang Pei-Yu Chen Tun-Hsiang Chou Chang-Sheng Kao Hsuan-Yun Yu Yen-Ting Lin Yun-Nung Chen 40 6 0 04 Jul 2024
Targeted Augmentation for Low-Resource Event Extraction Sijia Wang Lifu Huang 32 1 0 14 May 2024
Evaluation Metrics for Text Data Augmentation in NLP Marcellus Amadeus William Alberto Cruz Castañeda 38 1 0 09 Feb 2024
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications Saed Rezayi Zheng Liu Zihao Wu Chandra Dhakal Bao Ge ... Gengchen Mai Ninghao Liu Chen Zhen Tianming Liu Sheng Li 28 32 0 20 Jun 2023
Data Augmentation for Low-Resource Keyphrase Generation Krishna Garg Jishnu Ray Chowdhury Cornelia Caragea 33 8 0 29 May 2023
The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks Anders Giovanni Møller Jacob Aarup Dalsgaard Arianna Pera L. Aiello 81 35 0 26 Apr 2023
STA: Self-controlled Text Augmentation for Improving Text Classifications Congcong Wang Gonzalo Fiz Pontiveros Steven Derby Tri Kurniawan Wijaya 46 3 0 24 Feb 2023
GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and Augmentation Biyang Guo Yeyun Gong Yelong Shen Songqiao Han Hailiang Huang Nan Duan Weizhu Chen VLM 44 18 0 18 Nov 2022
Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding Maximillian Chen Alexandros Papangelis Chenyang Tao Andrew Rosenbaum Seokhwan Kim Yang Liu Zhou Yu Dilek Z. Hakkani-Tür 39 32 0 25 Oct 2022
CHARD: Clinical Health-Aware Reasoning Across Dimensions for Text Generation Models Steven Y. Feng Vivek Khetan Bogdan Sacaleanu A. Gershman Eduard H. Hovy LRM 35 10 0 09 Oct 2022
PINEAPPLE: Personifying INanimate Entities by Acquiring Parallel Personification data for Learning Enhanced generation Sedrick Scott Keh Kevin Lu Varun Gangal Steven Y. Feng Harsh Jhamtani Malihe Alikhani Eduard H. Hovy 40 2 0 16 Sep 2022
PANCETTA: Phoneme Aware Neural Completion to Elicit Tongue Twisters Automatically Sedrick Scott Keh Steven Y. Feng Varun Gangal Malihe Alikhani Eduard H. Hovy 23 4 0 13 Sep 2022
Selective Text Augmentation with Word Roles for Low-Resource Text Classification Biyang Guo Songqiao Han Hailiang Huang 11 9 0 04 Sep 2022
Leveraging QA Datasets to Improve Generative Data Augmentation Dheeraj Mekala Tu Vu Timo Schick Jingbo Shang 21 18 0 25 May 2022
Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation Wanyu Du Hanjie Chen Yangfeng Ji 21 1 0 19 May 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 36 24 0 12 May 2022
UTNLP at SemEval-2022 Task 6: A Comparative Analysis of Sarcasm Detection Using Generative-based and Mutation-based Data Augmentation Amirhossein Abaskohi A. Rasouli Tanin Zeraati B. Bahrak 24 10 0 18 Apr 2022
DAGAM: Data Augmentation with Generation And Modification Byeong-Cheol Jo Tak-Sung Heo Yeongjoon Park Yongmin Yoo Won-Ik Cho Kyungsun Kim VLM 15 2 0 06 Apr 2022
Impact of Environmental Noise on Alzheimer's Disease Detection from Speech: Should You Let a Baby Cry? Jekaterina Novikova 24 0 0 31 Mar 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Zhuang Li Lizhen Qu Qiongkai Xu Tongtong Wu Tianyang Zhan Gholamreza Haffari CoGe UD DRL 44 4 0 27 Feb 2022
MDPFuzz: Testing Models Solving Markov Decision Processes Qi Pang Yuanyuan Yuan Shuai Wang 20 27 0 06 Dec 2021
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 40 33 0 18 Nov 2021
Data Augmentation Methods for Anaphoric Zero Pronouns Abdulrahman Aloraini Massimo Poesio 29 5 0 20 Sep 2021
Retrieve, Caption, Generate: Visual Grounding for Enhancing Commonsense in Text Generation Models Steven Y. Feng Kevin Lu Zhuofu Tao Malihe Alikhani Teruko Mitamura Eduard H. Hovy Varun Gangal LRM 35 13 0 08 Sep 2021
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Historical News Collections Jiexin Wang Adam Jatowt Masatoshi Yoshikawa 35 33 0 08 Sep 2021
SAPPHIRE: Approaches for Enhanced Concept-to-Text Generation Steven Y. Feng Jessica Huynh Chaitanya Narisetty Eduard H. Hovy Varun Gangal VLM 32 9 0 15 Aug 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 36 334 0 07 Jul 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 28 172 0 14 Jun 2021
Improving Automated Evaluation of Open Domain Dialog via Diverse Reference Augmentation Varun Gangal Harsh Jhamtani Eduard H. Hovy Taylor Berg-Kirkpatrick 14 8 0 05 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 39 799 0 07 May 2021
NAREOR: The Narrative Reordering Problem Varun Gangal Steven Y. Feng Malihe Alikhani Teruko Mitamura Eduard H. Hovy 30 26 0 14 Apr 2021
Generating Fake Cyber Threat Intelligence Using Transformer-Based Models P. Ranade Aritran Piplai Sudip Mittal A. Joshi Tim Finin 34 69 0 08 Feb 2021
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 216 348 0 04 Mar 2020