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Data Augmentation

3622 directly classified papers

Papers per year

Papers

No One-Size-Fits-All: Building Systems For Translation to Bashkir, Kazakh, Kyrgyz, Tatar and Chuvash Using Synthetic And Original Data EACL 2026
The Impact of Highlighting Subjective Language on Perceived News Trustworthiness EACL 2026
TabGeoFlow: A Geometric Flow Matching Model for Tabular Data Synthesis AAAI 2026
Neural Tangent Kernels Under Stochastic Data Augmentation AAAI 2026
Attribution Analysis-based Concept Alignment: A Human-in-the-loop Data Debugging Framework AAAI 2026
MIMIC: Multi-party Dialogue Augmentation via Speaker Stylistic Transfer EACL 2026
Enhancing Urdu Sentiment Classification through Instruction-Tuned LLMs and Cross-Lingual Transfer EACL 2026
Aleph-Alpha-GermanWeb: Improving German-language LLM pre-training with model-based data curation and synthetic data generation EACL 2026
Boundary-Aware LLM Augmentation for Low-Resource Event Argument Extraction EACL 2026
STAR-1: Safer Alignment of Reasoning LLMs with 1K Data AAAI 2026
MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026
DevLake at LoResMT 2026: The Impact of Pre-training and Model Scale on Russian-Bashkir Low-Resource Translation EACL 2026
VietMix: A Naturally-Occurring Parallel Corpus and Augmentation Framework for Vietnamese-English Code-Mixed Machine Translation EACL 2026
How DDAIR you? Disambiguated Data Augmentation for Intent Recognition EACL 2026
R-GDA: Reflective Guidance Data Augmentation with Multi-Agent Feedback for Domain-Specific Named Entity Recognition EACL 2026
BhashaKritika: Building Synthetic Pretraining Data at Scale for Indic Languages AAAI 2026
CGMIS: Concept-Graph Based Multi-Hop Instructions Synthesis for Enhancing Long-Context Reasoning AAAI 2026
Spectral Property-Driven Data Augmentation for Hyperspectral Single-Source Domain Generalization AAAI 2026
DP-GenG: Differentially Private Dataset Distillation Guided by DP-Generated Data AAAI 2026
SVS-GAN for Semantic Synthesis of Traffic Videos for Autonomous Driving WACV 2026
DiRe: Diversity-promoting Regularization for Dataset Condensation WACV 2026
Angeliki Linardatou at SemEval-2025 Task 11: Multi-label Emotion Detection ACL 2025
iShumei-Chinchunmei at SemEval-2025 Task 4: A balanced forgetting and retention multi-task framework using effective unlearning loss ACL 2025
FJWU_Squad at SemEval-2025 Task 1: An Idiom Visual Understanding Dataset for Idiom Learning SEMEVAL 2025
Towards Adversarially Robust Dataset Distillation by Curvature Regularization AAAI 2025