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data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization WACV 2025
EdinHelsOW WMT 2025 CreoleMT System Description: Improving Lusophone Creole Translation through Data Augmentation, Model Merging and LLM Post-editing EMNLP 2025
Enhancing Masked Time-Series Modeling via Dropping Patches AAAI 2025
Deep at SemEval-2025 Task 11: A Multi-Stage Approach to Emotion Detection SEMEVAL 2025
CTYUN-AI at SemEval-2025 Task 1: Learning to Rank for Idiomatic Expressions SEMEVAL 2025
WarriorCoder: Learning from Expert Battles to Augment Code Large Language Models ACL 2025
Large Language Models are Good Annotators for Type-aware Data Augmentation in Grammatical Error Correction COLING 2025
Explicit and Implicit Data Augmentation for Social Event Detection ACL 2025
CoPrUS: Consistency Preserving Utterance Synthesis towards more realistic benchmark dialogues COLING 2025
From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding ACL 2025
On the Importance of Dual-Space Augmentation for Domain Generalized Object Detection WACV 2025
DS2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis ACL 2025
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection AAAI 2025
An Analysis of the Impact of Problem Paraphrasing on LLM-Based Mathematical Problem Solving IJCNLP 2025
Clarity Amidst Blur: A Deterministic Method for Synthetic Generation of Water Droplets on Camera Lenses WACV 2025
Heisenberg at BLP-2025 Task 1: Bangla Hate Speech Classification using Pretrained Language Models and Data Augmentation IJCNLP 2025
HSDA: High-Frequency Shuffle Data Augmentation for Bird's-Eye-View Map Segmentation WACV 2025
Diversity-oriented Data Augmentation with Large Language Models ACL 2025
Augmenting Sign Language Translation Datasets with Large Language Models IJCNLP 2025
Is linguistically-motivated data augmentation worth it? ACL 2025
AKCIT at SemEval-2025 Task 11: Investigating Data Quality in Portuguese Emotion Recognition SEMEVAL 2025
Intent Oriented Contrastive Learning for Sequential Recommendation AAAI 2025
Team Horizon at BHASHA Task 1: Multilingual IndicGEC with Transformer-based Grammatical Error Correction Models IJCNLP 2025
Overlapping Context with Variable-Length Stride Increases Diversity when Training Large Language Model for Code ACL 2025
Speak & Spell: LLM-Driven Controllable Phonetic Error Augmentation for Robust Dialogue State Tracking AACL 2025