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

Evaluating Automatic Speech Recognition Systems for Korean Meteorological Experts EMNLP 2025

Enhancing Low-Resource Text Classification with LLM-Generated Corpora : A Case Study on Olfactory Reference Extraction IJCNLP 2025

HQ-CLIP: Leveraging Large Vision-Language Models to Create High-Quality Image-Text Datasets and CLIP Models ICCV 2025

Benchmark Creation for Aspect-Based Sentiment Analysis in Low-Resource Odia Language and Evaluation through Fine-Tuning of Multilingual Models COLING 2025

Self-adaptive Dataset Construction for Real-World Multimodal Safety Scenarios EMNLP 2025

Open-world Radio Frequency Fingerprint Identification via Augmented Semi-supervised Learning AAAI 2025

Enhancing Low-Light Images: A Synthetic Data Perspective on Practical and Generalizable Solutions AAAI 2025

Split-and-Combine: Enhancing Style Augmentation for Single Domain Generalization ICCV 2025

Advancing Arabic Diacritization: Improved Datasets, Benchmarking, and State-of-the-Art Models EMNLP 2025

Fast, Not Fancy: Rethinking G2P with Rich Data and Statistical Models EMNLP 2025

Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning CVPR 2025

Speak & Spell: LLM-Driven Controllable Phonetic Error Augmentation for Robust Dialogue State Tracking AACL 2025

Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025

ADD: Attribution-Driven Data Augmentation Framework for Boosting Image Super-Resolution CVPR 2025

QUESPA Submission for the IWSLT 2025 Dialectal and Low-resource Speech Translation Task ACL 2025

ChemActor: Enhancing Automated Extraction of Chemical Synthesis Actions with LLM-Generated Data ACL 2025

SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025

MERIT: Multi-Agent Collaboration for Unsupervised Time Series Representation Learning ACL 2025

Zhoumou at SemEval-2025 Task 1: Leveraging Multimodal Data Augmentation and Large Language Models for Enhanced Idiom Understanding ACL 2025

Instruct Where the Model Fails: Generative Data Augmentation via Guided Self-contrastive Fine-tuning AAAI 2025

Gender Swapping as a Data Augmentation Technique: Developing Gender-Balanced Datasets for Ukrainian Language Processing ACL 2025

Label-Efficient Data Augmentation with Video Diffusion Models for Guidewire Segmentation in Cardiac Fluoroscopy AAAI 2025

A Lightweight Multi Aspect Controlled Text Generation Solution For Large Language Models NAACL 2025

Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation NAACL 2025

Generative Active Learning for Long-tail Trajectory Prediction via Controllable Diffusion Model ICCV 2025