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Data Augmentation
3622 directly classified papers
Papers per year
2002: 2
2006: 1
2008: 2
2009: 1
2011: 3
2012: 3
2013: 9
2014: 8
2015: 7
2016: 35
2017: 45
2018: 108
2019: 239
2020: 329
2021: 477
2022: 518
2023: 607
2024: 561
2025: 546
2026: 121
Papers
Multilinguality or Back-translation? A Case Study with Estonian
COLING 2024
Multi-TA: Multilevel Temporal Augmentation for Robust Septic Shock Early Prediction
IJCAI 2024
HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM
NAACL 2024
PDAMeta: Meta-Learning Framework with Progressive Data Augmentation for Few-Shot Text Classification
COLING 2024
Boosting Model Resilience via Implicit Adversarial Data Augmentation
IJCAI 2024
When Life Gives You Lemons, Make Cherryade: Converting Feedback from Bad Responses into Good Labels
NAACL 2024
What should Baby Models read? Exploring Sample-Efficient Data Composition on Model Performance
CONLL 2024
WhatIf: Leveraging Word Vectors for Small-Scale Data Augmentation
CONLL 2024
NLP_STR_teamS at SemEval-2024 Task1: Semantic Textual Relatedness based on MASK Prediction and BERT Model
NAACL 2024
Interpretable data-driven model predictive control of building energy systems using SHAP
L4DC 2024
Better Synthetic Data by Retrieving and Transforming Existing Datasets
ACL 2024
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement
ACL 2024
An Effective Automated Speaking Assessment Approach to Mitigating Data Scarcity and Imbalanced Distribution
NAACL 2024
Modeling Orthographic Variation Improves NLP Performance for Nigerian Pidgin
COLING 2024
A Survey on Neural Question Generation: Methods, Applications, and Prospects
IJCAI 2024
ReadLet: A Dataset for Oral, Visual and Tactile Text Reading Data of Early and Mature Readers
COLING 2024
Signer Diversity-driven Data Augmentation for Signer-Independent Sign Language Translation
NAACL 2024
Exploring the impact of noise in low-resource ASR for Tamil
EACL 2024
Compilation of a Synthetic Judeo-French Corpus
EACL 2024
UTRad-NLP at #SMM4H 2024: Why LLM-Generated Texts Fail to Improve Text Classification Models
ACL 2024
LSPAN: Spectrally Localized Augmentation for Graph Consistency Learning
IJCAI 2024
Synthetic Data Generation for Low-resource Grammatical Error Correction with Tagged Corruption Models
NAACL 2024
Synonym relations affect object detection learned on vision-language data
NAACL 2024
Frozen Feature Augmentation for Few-Shot Image Classification
CVPR 2024
Simple and effective data augmentation for compositional generalization
NAACL 2024
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