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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

Diverse Person: Customize Your Own Dataset for Text-Based Person Search AAAI 2024
TiMix: Text-Aware Image Mixing for Effective Vision-Language Pre-training AAAI 2024
PointPatchMix: Point Cloud Mixing with Patch Scoring AAAI 2024
TAU: Trajectory Data Augmentation with Uncertainty for Next POI Recommendation AAAI 2024
You Make me Feel like a Natural Question: Training QA Systems on Transformed Trivia Questions EMNLP 2024
Compositional Generalization for Multi-Label Text Classification: A Data-Augmentation Approach AAAI 2024
Byun at SemEval-2024 Task 6: Text Classification on Hallucinating Text with Simple Data Augmentation SEMEVAL 2024
Semi-supervised Class-Agnostic Motion Prediction with Pseudo Label Regeneration and BEVMix AAAI 2024
Semi-supervised 3D Object Detection with PatchTeacher and PillarMix AAAI 2024
Is a Large Language Model a Good Annotator for Event Extraction? AAAI 2024
NYCU-NLP at SemEval-2024 Task 2: Aggregating Large Language Models in Biomedical Natural Language Inference for Clinical Trials SEMEVAL 2024
SCaLAR at SemEval-2024 Task 8: Unmasking the machine : Exploring the power of RoBERTa Ensemble for Detecting Machine Generated Text NAACL 2024
Weakly Supervised Semantic Segmentation for Driving Scenes AAAI 2024
Object-Aware Domain Generalization for Object Detection AAAI 2024
Code Needs Comments: Enhancing Code LLMs with Comment Augmentation ACL 2024
Exploring Data Augmentation in Neural DRS-to-Text Generation EACL 2024
Supervision Interpolation via LossMix: Generalizing Mixup for Object Detection and Beyond AAAI 2024
LAMPAT: Low-Rank Adaption for Multilingual Paraphrasing Using Adversarial Training AAAI 2024
Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning ACL 2024
MorphingMinds at SemEval-2024 Task 10: Emotion Recognition in Conversation in Hindi-English Code-Mixed Conversations NAACL 2024
Improving Contrastive Learning in Emotion Recognition in Conversation via Data Augmentation and Decoupled Neutral Emotion EACL 2024
Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical Study EACL 2024
Balance, Multiple Augmentation, and Re-synthesis: A Triad Training Strategy for Enhanced Audio Deepfake Detection INTERSPEECH 2024
AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes EACL 2024
CATfOOD: Counterfactual Augmented Training for Improving Out-of-Domain Performance and Calibration EACL 2024