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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

Improving robustness to corruptions with multiplicative weight perturbations NIPS 2024
AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes EACL 2024
Prompting towards Alleviating Code-Switched Data Scarcity in Under-Resourced Languages with GPT as a Pivot COLING 2024
Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges ACL 2024
Annotating FrameNet via Structure-Conditioned Language Generation ACL 2024
Can LLMs Augment Low-Resource Reading Comprehension Datasets? Opportunities and Challenges ACL 2024
Improving Contrastive Learning in Emotion Recognition in Conversation via Data Augmentation and Decoupled Neutral Emotion EACL 2024
NoisyMix: Boosting Model Robustness to Common Corruptions AISTATS 2024
Generative Data Augmentation using LLMs improves Distributional Robustness in Question Answering EACL 2024
Claim-Centric and Sentiment Guided Graph Attention Network for Rumour Detection COLING 2024
Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in Thai ACL 2024
GENDEX: Generative Data Augmentation Strategy Leveraging External Data for Abstractive Dialogue Summarization ACL 2024
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement ACL 2024
Training Data Augmentation for Dysarthric Automatic Speech Recognition by Text-to-Dysarthric-Speech Synthesis INTERSPEECH 2024
I Prefer Not to Say: Protecting User Consent in Models with Optional Personal Data AAAI 2024
A Positive-Unlabeled Metric Learning Framework for Document-Level Relation Extraction with Incomplete Labeling AAAI 2024
TAU: Trajectory Data Augmentation with Uncertainty for Next POI Recommendation AAAI 2024
Soul-Mix: Enhancing Multimodal Machine Translation with Manifold Mixup ACL 2024
Plug-In Diffusion Model for Sequential Recommendation AAAI 2024
Spatial-Temporal Augmentation for Crime Prediction (Student Abstract) AAAI 2024
LLM-based MT Data Creation: Dialectal to MSA Translation Shared Task COLING 2024
Limitations of Face Image Generation AAAI 2024
Diverse Person: Customize Your Own Dataset for Text-Based Person Search AAAI 2024
Learning from Wrong Predictions in Low-Resource Neural Machine Translation COLING 2024
PointPatchMix: Point Cloud Mixing with Patch Scoring AAAI 2024