Guiding Generative Language Models for Data Augmentation in Few-Shot
Text Classification

Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification

17 November 2021

Jose Camacho-Collados

Hélène de Ribaupierre

Papers citing "Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification"

15 / 15 papers shown

Title
Into the Unknown: Generating Geospatial Descriptions for New Environments Tzuf Paz-Argaman John Palowitch Sayali Kulkarni Reut Tsarfaty Jason Baldridge 34 1 0 28 Jun 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 109 22 0 15 May 2024
Targeted Augmentation for Low-Resource Event Extraction Sijia Wang Lifu Huang 32 1 0 14 May 2024
Empowering Large Language Models for Textual Data Augmentation Yichuan Li Kaize Ding Jianling Wang Kyumin Lee 29 10 0 26 Apr 2024
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs Xiao Liu Jiawei Zhang 41 0 0 29 Mar 2024
Language Models for Text Classification: Is In-Context Learning Enough? A. Edwards Jose Camacho-Collados LRM 46 18 0 26 Mar 2024
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance Detection Daijun Ding Li Dong Zhichao Huang Guangning Xu Xu Huang Bo Liu Liwen Jing Bowen Zhang 39 3 0 23 Mar 2024
Evolving Knowledge Distillation with Large Language Models and Active Learning Chengyuan Liu Yangyang Kang Fubang Zhao Kun Kuang Zhuoren Jiang Changlong Sun Fei Wu 16 5 0 11 Mar 2024
I Learn Better If You Speak My Language: Understanding the Superior Performance of Fine-Tuning Large Language Models with LLM-Generated Responses Xuan Ren Biao Wu Lingqiao Liu 33 5 0 17 Feb 2024
BERT Goes Off-Topic: Investigating the Domain Transfer Challenge using Genre Classification D. Roussinov Serge Sharoff 11 2 0 27 Nov 2023
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey Yunhao Chen Zihui Yan Yunjie Zhu 29 3 0 30 Sep 2023
Improving Small Language Models on PubMedQA via Generative Data Augmentation Zhen Guo Peiqi Wang Yanwei Wang Shangdi Yu LM&MA MedIm 18 10 0 12 May 2023
TTIDA: Controllable Generative Data Augmentation via Text-to-Text and Text-to-Image Models Yuwei Yin Jean Kaddour Xiang Zhang Yixin Nie Zhenguang Liu Lingpeng Kong Qi Liu DiffM 31 10 0 18 Apr 2023
Reweighting Strategy based on Synthetic Data Identification for Sentence Similarity Taehee Kim Chaitanya Malaviya Yiben Yang Jared Fernandez Edward Choi Jaegul Choo 11 1 0 29 Aug 2022
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 216 315 0 04 Mar 2020