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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Optimizing Automatic Speech Assessment: W-RankSim Regularization and Hybrid Feature Fusion Strategies INTERSPEECH 2024
FedAvP: Augment Local Data via Shared Policy in Federated Learning NIPS 2024
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement ACL 2024
DexFuncGrasp: A Robotic Dexterous Functional Grasp Dataset Constructed from a Cost-Effective Real-Simulation Annotation System AAAI 2024
Sparse Enhanced Network: An Adversarial Generation Method for Robust Augmentation in Sequential Recommendation AAAI 2024
A demonstrator for articulation-based command word recognition INTERSPEECH 2024
P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models ACL 2024
RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models ACL 2024
Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges ACL 2024
Getting Serious about Humor: Crafting Humor Datasets with Unfunny Large Language Models ACL 2024
Can LLMs Augment Low-Resource Reading Comprehension Datasets? Opportunities and Challenges ACL 2024
Investigating the productivity of Passamaquoddy medials: A computational approach EACL 2024
Towards Editing Time Series NIPS 2024
A New Dataset for Tonal and Segmental Dialectometry from the Yue- and Pinghua-Speaking Area EACL 2024
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation ACL 2024
GENDEX: Generative Data Augmentation Strategy Leveraging External Data for Abstractive Dialogue Summarization ACL 2024
Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning ACL 2024
Fraunhofer SIT at WASSA 2024 Empathy and Personality Shared Task: Use of Sentiment Transformers and Data Augmentation With Fuzzy Labels to Predict Emotional Reactions in Conversations and Essays ACL 2024
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation ACL 2024
Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling ACL 2024
Quilt: Robust Data Segment Selection against Concept Drifts AAAI 2024
Soul-Mix: Enhancing Multimodal Machine Translation with Manifold Mixup ACL 2024
IRCoder: Intermediate Representations Make Language Models Robust Multilingual Code Generators ACL 2024
AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes EACL 2024
GPTs Are Multilingual Annotators for Sequence Generation Tasks EACL 2024