data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning ACL 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

Byun at SemEval-2024 Task 6: Text Classification on Hallucinating Text with Simple Data Augmentation SEMEVAL 2024

Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network INTERSPEECH 2024

CutFreq: Cut-and-Swap Frequency Components for Low-Level Vision Augmentation AAAI 2024

Relation Classification via Bidirectional Prompt Learning with Data Augmentation by Large Language Model COLING 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

A Methodology for Generative Spelling Correction via Natural Spelling Errors Emulation across Multiple Domains and Languages EACL 2024

Improving aggressiveness detection using a data augmentation technique based on a Diffusion Language Model NAACL 2024

Weighted Cross-entropy for Low-Resource Languages in Multilingual Speech Recognition INTERSPEECH 2024

Semantic-Aware Data Augmentation for Text-to-Image Synthesis AAAI 2024

Data-Augmentation-Based Dialectal Adaptation for LLMs NAACL 2024

Can LLMs Handle Low-Resource Dialects? A Case Study on Translation and Common Sense Reasoning in Šariš NAACL 2024

Reinforcement Learning based Data Augmentation for Noise Robust Speech Emotion Recognition INTERSPEECH 2024

MorphingMinds at SemEval-2024 Task 10: Emotion Recognition in Conversation in Hindi-English Code-Mixed Conversations NAACL 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

A Comprehensive Investigation on Speaker Augmentation for Speaker Recognition INTERSPEECH 2024

Depression Detection in Clinical Interviews with LLM-Empowered Structural Element Graph NAACL 2024