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

CodeFort: Robust Training for Code Generation Models EMNLP 2024

PertEval: Unveiling Real Knowledge Capacity of LLMs with Knowledge-Invariant Perturbations NIPS 2024

SemanticMask: A Contrastive View Design for Anomaly Detection in Tabular Data IJCAI 2024

LLMs to Replace Crowdsourcing For Parallel Data Creation? The Case of Text Detoxification EMNLP 2024

LLMs for Generating and Evaluating Counterfactuals: A Comprehensive Study EMNLP 2024

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

Plug-In Diffusion Model for Sequential Recommendation AAAI 2024

Targeted Augmentation for Low-Resource Event Extraction NAACL 2024

Mitigating Data Scarcity in Semantic Parsing across Languages with the Multilingual Semantic Layer and its Dataset ACL 2024

Code Needs Comments: Enhancing Code LLMs with Comment Augmentation ACL 2024

CAUSE: Counterfactual Assessment of User Satisfaction Estimation in Task-Oriented Dialogue Systems ACL 2024

Simple and effective data augmentation for compositional generalization NAACL 2024

Mustango: Toward Controllable Text-to-Music Generation NAACL 2024

Empowering Large Language Models for Textual Data Augmentation ACL 2024

Robust Laughter Segmentation with Automatic Diverse Data Synthesis INTERSPEECH 2024

Language Model Priors and Data Augmentation Strategies for Low-resource Machine Translation: A Case Study Using Finnish to Northern Sámi ACL 2024

On the Robustness of Neural Models for Full Sentence Transformation NAACL 2024

Exploring the Potential of Dense Information in Multimodal Alignment ACL 2024

Adapting Abstract Meaning Representation Parsing to the Clinical Narrative – the SPRING THYME parser NAACL 2024

Signer Diversity-driven Data Augmentation for Signer-Independent Sign Language Translation NAACL 2024

Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model CVPR 2024

Enhancing Cross Text-Molecule Learning by Self-Augmentation ACL 2024

Refining and Synthesis: A Simple yet Effective Data Augmentation Framework for Cross-Domain Aspect-based Sentiment Analysis ACL 2024

Team QUST at SemEval-2024 Task 8: A Comprehensive Study of Monolingual and Multilingual Approaches for Detecting AI-generated Text NAACL 2024

Addressing Entity Translation Problem via Translation Difficulty and Context Diversity ACL 2024