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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Diagram-Driven Course Questions Generation EMNLP 2025
ALADAN at IWSLT25 Low-resource Arabic Dialectal Speech Translation Task ACL 2025
Decoupled Diffusion Sparks Adaptive Scene Generation ICCV 2025
An empirical study of validating synthetic data for formula generation NAACL 2025
MAIN: Mutual Alignment Is Necessary for instruction tuning EMNLP 2025
LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection NAACL 2025
Penalizing Boundary Activation for Object Completeness in Diffusion Models ICCV 2025
Adversarial Data Augmentation for Single Domain Generalization via Lyapunov Exponent-Guided Optimization ICCV 2025
Language Models as Continuous Self-Evolving Data Engineers EMNLP 2025
Overcoming Data Scarcity in Named Entity Recognition: Synthetic Data Generation with Large Language Models ACL 2025
Dynamic Jointly Batch Selection for Data Efficient Machine Translation Fine-Tuning EMNLP 2025
PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025
Enhancing Low-Resource Text Classification with LLM-Generated Corpora : A Case Study on Olfactory Reference Extraction IJCNLP 2025
Thapar Titan/s : Fine-Tuning Pretrained Language Models with Contextual Augmentation for Mistake Identification in Tutor–Student Dialogues ACL 2025
Split-and-Combine: Enhancing Style Augmentation for Single Domain Generalization ICCV 2025
TutorMind at BEA 2025 Shared Task: Leveraging Fine-Tuned LLMs and Data Augmentation for Mistake Identification ACL 2025
Borrowing Eyes for the Blind Spot: Overcoming Data Scarcity in Malicious Video Detection via Cross-Domain Retrieval Augmentation ICCV 2025
GRAID: Synthetic Data Generation with Geometric Constraints and Multi-Agentic Reflection for Harmful Content Detection EMNLP 2025
CrowdAgent: Multi-Agent Managed Multi-Source Annotation System EMNLP 2025
PathDiff: Histopathology Image Synthesis with Unpaired Text and Mask Conditions ICCV 2025
MetninOzU at BioLaySumm2025: Text Summarization with Reverse Data Augmentation and Injecting Salient Sentences ACL 2025
SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains EMNLP 2025
Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing AAAI 2025
UnifiedVisual: A Framework for Constructing Unified Vision-Language Datasets EMNLP 2025
xiacui at SemEval-2025 Task 11: Addressing Data Imbalance in Transformer-Based Multi-Label Emotion Detection with Weighted Loss SEMEVAL 2025