Neural Data Augmentation via Example Extrapolation

2 February 2021

Papers citing "Neural Data Augmentation via Example Extrapolation"

27 / 27 papers shown

Title
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs Suhas S Kowshik Abhishek Divekar Vijit Malik SyDa 42 0 0 13 Nov 2024
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 50 413 0 31 Mar 2023
Dr.Spider: A Diagnostic Evaluation Benchmark towards Text-to-SQL Robustness Shuaichen Chang Jun Wang Mingwen Dong Lin Pan Henghui Zhu ... William Yang Wang Zhiguo Wang Vittorio Castelli Patrick Ng Bing Xiang OOD 46 34 0 21 Jan 2023
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 48 363 0 19 Dec 2022
FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks Weilong Dong Xinwei Wu Junzhuo Li Shuangzhi Wu Chao Bian Deyi Xiong FedML 34 6 0 16 Dec 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek Abdelzaher Jiawei Han VLM 64 47 0 06 Nov 2022
ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback Jiacheng Ye Jiahui Gao Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa VLM 81 72 0 22 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 41 257 0 17 Oct 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging Andrew Rosenbaum Saleh Soltan Wael Hamza Yannick Versley M. Boese 19 43 0 20 Sep 2022
Few-shot Mining of Naturally Occurring Inputs and Outputs Mandar Joshi Terra Blevins M. Lewis Daniel S. Weld Luke Zettlemoyer 33 1 0 09 May 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models Gaurav Sahu Pau Rodríguez López I. Laradji Parmida Atighehchian David Vazquez Dzmitry Bahdanau 26 61 0 05 Apr 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 46 4 0 27 Feb 2022
ZeroGen: Efficient Zero-shot Learning via Dataset Generation Jiacheng Ye Jiahui Gao Qintong Li Hang Xu Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa 49 212 0 16 Feb 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation Alisa Liu Swabha Swayamdipta Noah A. Smith Yejin Choi 82 213 0 16 Jan 2022
Controllable Semantic Parsing via Retrieval Augmentation Panupong Pasupat Yuan Zhang Kelvin Guu 132 47 0 16 Oct 2021
Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings Kalpesh Krishna Deepak Nathani Xavier Garcia Bidisha Samanta Partha P. Talukdar 42 24 0 14 Oct 2021
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models Ivan Vulić Pei-hao Su Sam Coope D. Gerz Paweł Budzianowski I. Casanueva Nikola Mrkvsić Tsung-Hsien Wen 27 36 0 21 Sep 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 188 102 0 19 Sep 2021
STraTA: Self-Training with Task Augmentation for Better Few-shot Learning Tu Vu Minh-Thang Luong Quoc V. Le Grady Simon Mohit Iyyer 131 61 0 13 Sep 2021
Good-Enough Example Extrapolation Jason W. Wei 27 5 0 12 Sep 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 38 336 0 07 Jul 2021
Generative Conversational Networks Alexandros Papangelis Karthik Gopalakrishnan Aishwarya Padmakumar Seokhwan Kim Gokhan Tur Dilek Z. Hakkani-Tür 27 18 0 15 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 44 801 0 07 May 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,591 0 21 Jan 2020
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 211 244 0 16 Oct 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 454 2,592 0 03 Sep 2019
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 273 1,275 0 06 Mar 2017