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Data Augmentation

429 directly classified papers

Papers per year

Papers

Augmenting Reddit Posts to Determine Wellness Dimensions impacting Mental Health ACL 2023
Effectiveness of Data Augmentation for Parameter Efficient Tuning with Limited Data ACL 2023
Sea_and_Wine at SemEval-2023 Task 9: A Regression Model with Data Augmentation for Multilingual Intimacy Analysis ACL 2023
Minority Oversampling for Imbalanced Data via Class-Preserving Regularized Auto-Encoders AISTATS 2023
ZBL2W at SemEval-2023 Task 9: A Multilingual Fine-tuning Model with Data Augmentation for Tweet Intimacy Analysis ACL 2023
CodeNLP at SemEval-2023 Task 2: Data Augmentation for Named Entity Recognition by Combination of Sequence Generation Strategies ACL 2023
WADER at SemEval-2023 Task 9: A Weak-labelling framework for Data augmentation in tExt Regression Tasks ACL 2023
Leveraging Domain Adaptation and Data Augmentation to Improve Qur’anic IR in English and Arabic EMNLP 2023
Improving Dutch Vaccine Hesitancy Monitoring via Multi-Label Data Augmentation with GPT-3.5 ACL 2023
Quality-Aware Self-Training on Differentiable Synthesis of Rare Relational Data AAAI 2023
Generative Oversampling for Imbalanced Data via Majority-Guided VAE AISTATS 2023
Sartipi-Sedighin at SemEval-2023 Task 2: Fine-grained Named Entity Recognition with Pre-trained Contextual Language Models and Data Augmentation from Wikipedia SEMEVAL 2023
Improving Robustness of Semantic Segmentation to Motion-Blur Using Class-Centric Augmentation CVPR 2023
JCT at SemEval-2023 Tasks 12 A and 12B: Sentiment Analysis for Tweets Written in Low-resource African Languages using Various Machine Learning and Deep Learning Methods, Resampling, and HyperParameter Tuning SEMEVAL 2023
MetaMix: Towards Corruption-Robust Continual Learning With Temporally Self-Adaptive Data Transformation CVPR 2023
Global Mixup: Eliminating Ambiguity with Clustering AAAI 2023
Improving Low Resource Speech Translation with Data Augmentation and Ensemble Strategies ACL 2023
Targeted Data Generation: Finding and Fixing Model Weaknesses ACL 2023
With a Little Push, NLI Models can Robustly and Efficiently Predict Faithfulness ACL 2023
Context-aware Medication Event Extraction from Unstructured Text ACL 2023
Background-Mixed Augmentation for Weakly Supervised Change Detection AAAI 2023
Automatic Exploration of Optimal Data Processing Operations for Sound Data Augmentation Using Improved Differentiable Automatic Data Augmentation INTERSPEECH 2023
When and how to paraphrase for named entity recognition? ACL 2023
Data Augmentation with Dual Training for Offensive Span Detection NAACL 2022
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue ACL 2022