STraTA: Self-Training with Task Augmentation for Better Few-shot
Learning

STraTA: Self-Training with Task Augmentation for Better Few-shot Learning

13 September 2021

Minh-Thang Luong

Papers citing "STraTA: Self-Training with Task Augmentation for Better Few-shot Learning"

18 / 18 papers shown

Title
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains Ran Xu Hui Liu Sreyashi Nag Zhenwei Dai Yaochen Xie ... Chen Luo Yang Li Joyce C. Ho Carl Yang Qi He RALM 68 8 0 28 Jan 2025
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models Christopher Schröder Gerhard Heyer VLM 44 0 0 13 Jun 2024
MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks Wenfang Sun Yingjun Du Xiantong Zhen Fan Wang Lingling Wang Cees G. M. Snoek 19 3 0 17 May 2023
Few-shot Multimodal Multitask Multilingual Learning Aman Chadha Vinija Jain 50 0 0 19 Feb 2023
DuNST: Dual Noisy Self Training for Semi-Supervised Controllable Text Generation Yuxi Feng Xiaoyuan Yi Xiting Wang L. Lakshmanan Xing Xie DiffM 35 5 0 16 Dec 2022
Self-Training with Purpose Preserving Augmentation Improves Few-shot Generative Dialogue State Tracking Jihyun Lee C. Lee Yunsu Kim G. G. Lee 20 0 0 17 Nov 2022
Leveraging QA Datasets to Improve Generative Data Augmentation Dheeraj Mekala Tu Vu Timo Schick Jingbo Shang 19 18 0 25 May 2022
Few-shot Mining of Naturally Occurring Inputs and Outputs Mandar Joshi Terra Blevins M. Lewis Daniel S. Weld Luke Zettlemoyer 27 1 0 09 May 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training Mingda Chen Jingfei Du Ramakanth Pasunuru Todor Mihaylov Srini Iyer Ves Stoyanov Zornitsa Kozareva SSL AI4MH 29 63 0 03 May 2022
Stretching Sentence-pair NLI Models to Reason over Long Documents and Clusters Tal Schuster Sihao Chen S. Buthpitiya Alex Fabrikant Donald Metzler 20 41 0 15 Apr 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 43 212 0 16 Feb 2022
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Cer VLM LRM 137 277 0 15 Oct 2021
Unsupervised Neural Machine Translation with Generative Language Models Only Jesse Michael Han Igor Babuschkin Harrison Edwards Arvind Neelakantan Tao Xu ... Alex Ray Pranav Shyam Aditya A. Ramesh Alec Radford Ilya Sutskever 47 36 0 11 Oct 2021
Generate, Annotate, and Learn: NLP with Synthetic Text Xuanli He Islam Nassar J. Kiros Gholamreza Haffari Mohammad Norouzi 36 51 0 11 Jun 2021
Cycle Self-Training for Domain Adaptation Hong Liu Jianmin Wang Mingsheng Long 33 174 0 05 Mar 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,919 0 31 Dec 2020
Revisiting Self-Training for Neural Sequence Generation Junxian He Jiatao Gu Jiajun Shen MarcÁurelio Ranzato SSL LRM 244 269 0 30 Sep 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 297 6,959 0 20 Apr 2018