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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

Can LLMs Handle Low-Resource Dialects? A Case Study on Translation and Common Sense Reasoning in Šariš NAACL 2024
Is a Large Language Model a Good Annotator for Event Extraction? AAAI 2024
Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth NIPS 2024
Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques ACL 2024
Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network INTERSPEECH 2024
Balance, Multiple Augmentation, and Re-synthesis: A Triad Training Strategy for Enhanced Audio Deepfake Detection INTERSPEECH 2024
MaiNLP at SemEval-2024 Task 1: Analyzing Source Language Selection in Cross-Lingual Textual Relatedness NAACL 2024
Low-resource neural machine translation with morphological modeling NAACL 2024
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation NIPS 2024
LAMPAT: Low-Rank Adaption for Multilingual Paraphrasing Using Adversarial Training AAAI 2024
Depression Detection in Clinical Interviews with LLM-Empowered Structural Element Graph NAACL 2024
Semantic Generative Augmentations for Few-Shot Counting WACV 2024
Semi-supervised 3D Object Detection with PatchTeacher and PillarMix AAAI 2024
Compositional Generalization for Multi-Label Text Classification: A Data-Augmentation Approach AAAI 2024
TAU: Trajectory Data Augmentation with Uncertainty for Next POI Recommendation AAAI 2024
Exploring Data Augmentation in Neural DRS-to-Text Generation EACL 2024
Weakly Supervised Semantic Segmentation for Driving Scenes AAAI 2024
Generative Data Augmentation using LLMs improves Distributional Robustness in Question Answering EACL 2024
NYCU-NLP at SemEval-2024 Task 2: Aggregating Large Language Models in Biomedical Natural Language Inference for Clinical Trials SEMEVAL 2024
Object-Aware Domain Generalization for Object Detection AAAI 2024
Making LLMs as Fine-Grained Relation Extraction Data Augmentor IJCAI 2024
HAMiSoN-Ensemble at ClimateActivism 2024: Ensemble of RoBERTa, Llama 2, and Multi-task for Stance Detection EACL 2024
PoseGen: Learning to Generate 3D Human Pose Dataset with NeRF AAAI 2024
Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models INTERSPEECH 2024
Supervision Interpolation via LossMix: Generalizing Mixup for Object Detection and Beyond AAAI 2024