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

MANTA: A Scalable Pipeline for Transmuting Massive Web Corpora into Instruction Datasets EMNLP 2025

ANVITA : A Multi-pronged Approach for Enhancing Machine Translation of Extremely Low-Resource Indian Languages EMNLP 2025

ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance Analysis NAACL 2025

Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAG NAACL 2025

Realistic Noise Synthesis with Diffusion Models AAAI 2025

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

FiNE: Filtering and Improving Noisy Data Elaborately with Large Language Models NAACL 2025

CUET_Novice@DravidianLangTech 2025: A Bi-GRU Approach for Multiclass Political Sentiment Analysis of Tamil Twitter (X) Comments NAACL 2025

VIGFace: Virtual Identity Generation for Privacy-Free Face Recognition Dataset ICCV 2025

LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning NAACL 2025

LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection NAACL 2025

Serving the Underserved: Leveraging BARTBahnar Language Model for Bahnaric-Vietnamese Translation NAACL 2025

Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation EMNLP 2025

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

Augmenting Sign Language Translation Datasets with Large Language Models IJCNLP 2025

Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025

GASE: Generatively Augmented Sentence Encoding EMNLP 2025

ZeLa: Advancing Zero-Shot Multilingual Semantic Parsing with Large Language Models and Chain-of-Thought Strategies COLING 2024

Well Begun Is Half Done: An Implicitly Augmented Generative Framework with Distribution Modification for Hierarchical Text Classification COLING 2024

Duration Dynamics: Fin-Turbo’s Rapid Route to ESG Impact Insight COLING 2024

Towards Robust Evidence-Aware Fake News Detection via Improving Semantic Perception COLING 2024

UniPSDA: Unsupervised Pseudo Semantic Data Augmentation for Zero-Shot Cross-Lingual Natural Language Understanding COLING 2024

Advancing CSR Theme and Topic Classification: LLMs and Training Enhancement Insights COLING 2024

Text Filtering Classifiers for Medium-Resource Languages COLING 2024

STAGE: Simple Text Data Augmentation by Graph Exploration COLING 2024