To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP

18 November 2021

Papers citing "To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP"

14 / 14 papers shown

Title
Data Augmentation and Hyperparameter Tuning for Low-Resource MFA Alessio Tosolini Claire Bowern 14 0 0 09 Apr 2025
MAGE: Multi-Head Attention Guided Embeddings for Low Resource Sentiment Classification Varun Vashisht S. Mihir Konduskar Jaskaran Singh Walia Vukosi Marivate 37 0 0 25 Feb 2025
Does VLM Classification Benefit from LLM Description Semantics? Pingchuan Ma Lennart Rietdorf Dmytro Kotovenko Vincent Tao Hu Bjorn Ommer VLM 67 0 0 16 Dec 2024
CreoleVal: Multilingual Multitask Benchmarks for Creoles Heather Lent Kushal Tatariya Raj Dabre Yiyi Chen Marcell Richard Fekete ... Miryam de Lhoneux Daniel Hershcovich Michel DeGraff Anders Sogaard Johannes Bjerva SLR 33 9 0 30 Oct 2023
Not Enough Labeled Data? Just Add Semantics: A Data-Efficient Method for Inferring Online Health Texts Joseph Gatto S. Preum AI4MH 8 1 0 18 Sep 2023
Distributional Data Augmentation Methods for Low Resource Language Mosleh Mahamud Zed Lee Isak Samsten 12 2 0 09 Sep 2023
Probabilistic Linguistic Knowledge and Token-level Text Augmentation Zhengxiang Wang 11 0 0 29 Jun 2023
Waffling around for Performance: Visual Classification with Random Words and Broad Concepts Karsten Roth Jae Myung Kim A. Sophia Koepke Oriol Vinyals Cordelia Schmid Zeynep Akata VLM 16 70 0 12 Jun 2023
Data Augmentation for Neural NLP Domagoj Pluscec Jan Snajder 6 6 0 22 Feb 2023
Knowledge-Grounded Conversational Data Augmentation with Generative Conversational Networks Yen-Ting Lin Alexandros Papangelis Seokhwan Kim Dilek Z. Hakkani-Tür 13 7 0 22 Jul 2022
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Mohit Bansal Diyi Yang 13 172 0 14 Jun 2021
How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models Phillip Rust Jonas Pfeiffer Ivan Vulić Sebastian Ruder Iryna Gurevych 69 235 0 31 Dec 2020
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios Michael A. Hedderich Lukas Lange Heike Adel Jannik Strötgen Dietrich Klakow 191 283 0 23 Oct 2020
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 209 315 0 04 Mar 2020