Data Augmentation

CorrSynth - A Correlated Sampling Method for Diverse Dataset Generation from LLMs EMNLP 2024 Cost-Effective Discourse Annotation in the Prague Czech–English Dependency Treebank COLING 2024 CoT-based Data Augmentation Strategy for Persuasion Techniques Detection SemEval 2024 CoUDA: Coherence Evaluation via Unified Data Augmentation NAACL 2024 Counterfactual Dialog Mixing as Data Augmentation for Task-Oriented Dialog Systems COLING 2024 Counterfactual User Sequence Synthesis Augmented with Continuous Time Dynamic Preference Modeling for Sequential POI Recommendation IJCAI 2024 CrashCar101: Procedural Generation for Damage Assessment WACV 2024 Create! Don’t Repeat: A Paradigm Shift in Multi-Label Augmentation through Label Creative Generation NAACL 2024 Critical Learning Periods: Leveraging Early Training Dynamics for Efficient Data Pruning ACL 2024 Croissant: A Metadata Format for ML-Ready Datasets NeurIPS 2024 Cross-Domain Feature Augmentation for Domain Generalization IJCAI 2024 Cross-lingual Transfer or Machine Translation? On Data Augmentation for Monolingual Semantic Textual Similarity COLING 2024 Ctyun AI at BioLaySumm: Enhancing Lay Summaries of Biomedical Articles Through Large Language Models and Data Augmentation ACL 2024 CTYUN-AI@SMM4H-2024: Knowledge Extension Makes Expert Models ACL 2024 CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages COLING 2024 Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes ICML 2024 CuSINeS: Curriculum-driven Structure Induced Negative Sampling for Statutory Article Retrieval COLING 2024 CutFreq: Cut-and-Swap Frequency Components for Low-Level Vision Augmentation AAAI 2024 CYUT at SemEval-2024 Task 7: A Numerals Augmentation and Feature Enhancement Approach to Numeral Reading Comprehension SemEval 2024 Data Acquisition via Experimental Design for Data Markets NeurIPS 2024 Data Advisor: Dynamic Data Curation for Safety Alignment of Large Language Models EMNLP 2024 Data-Augmentation-Based Dialectal Adaptation for LLMs NAACL 2024 Data Augmentation for Object Detection via Controllable Diffusion Models WACV 2024 Data Augmentation for Speech-Based Diacritic Restoration ACL 2024 Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges ACL 2024