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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

Enhancing Aspect Sentiment Quad Prediction through Dual-Sequence Data Augmentation and Contrastive Learning ACML 2024
ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions ACL 2024
Comparing Data Augmentation Methods for End-to-End Task-Oriented Dialog Systems ACL 2024
AAdaM at SemEval-2024 Task 1: Augmentation and Adaptation for Multilingual Semantic Textual Relatedness NAACL 2024
PEAR at SemEval-2024 Task 1: Pair Encoding with Augmented Re-sampling for Semantic Textual Relatedness NAACL 2024
Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation ACL 2024
MinPrompt: Graph-based Minimal Prompt Data Augmentation for Few-shot Question Answering ACL 2024
LEIA: Facilitating Cross-lingual Knowledge Transfer in Language Models with Entity-based Data Augmentation ACL 2024
CYUT at SemEval-2024 Task 7: A Numerals Augmentation and Feature Enhancement Approach to Numeral Reading Comprehension NAACL 2024
Enhancing Cross Text-Molecule Learning by Self-Augmentation ACL 2024
Symmetries in Overparametrized Neural Networks: A Mean Field View NIPS 2024
TüDuo at SemEval-2024 Task 2: Flan-T5 and Data Augmentation for Biomedical NLI NAACL 2024
MALTO at SemEval-2024 Task 6: Leveraging Synthetic Data for LLM Hallucination Detection NAACL 2024
Signer Diversity-driven Data Augmentation for Signer-Independent Sign Language Translation NAACL 2024
JobSkape: A Framework for Generating Synthetic Job Postings to Enhance Skill Matching EACL 2024
Tweak to Trust: Assessing the Reliability of Summarization Metrics in Contact Centers via Perturbed Summaries NAACL 2024
Frequency-mix Knowledge Distillation for Fake Speech Detection INTERSPEECH 2024
Plan, Generate and Complicate: Improving Low-resource Dialogue State Tracking via Easy-to-Difficult Zero-shot Data Augmentation ACL 2024
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning ACL 2024
Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques ACL 2024
PoseGen: Learning to Generate 3D Human Pose Dataset with NeRF AAAI 2024
Delving into the Trajectory Long-tail Distribution for Muti-object Tracking CVPR 2024
CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP NAACL 2024
Towards Accurate and Fair Cognitive Diagnosis via Monotonic Data Augmentation NIPS 2024
Improving Socratic Question Generation using Data Augmentation and Preference Optimization NAACL 2024