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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

Background-Mixed Augmentation for Weakly Supervised Change Detection AAAI 2023
Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023
Mr-Fosdick at SemEval-2023 Task 5: Comparing Dataset Expansion Techniques for Non-Transformer and Transformer Models: Improving Model Performance through Data Augmentation ACL 2023
Rethinking Translation Memory Augmented Neural Machine Translation ACL 2023
HULAT at SemEval-2023 Task 10: Data Augmentation for Pre-trained Transformers Applied to the Detection of Sexism in Social Media ACL 2023
Let’s Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models EMNLP 2023
NAP at SemEval-2023 Task 3: Is Less Really More? (Back-)Translation as Data Augmentation Strategies for Detecting Persuasion Techniques ACL 2023
Cross Encoding as Augmentation: Towards Effective Educational Text Classification ACL 2023
Automatic Data Augmentation for Domain Adapted Fine-Tuning of Self-Supervised Speech Representations INTERSPEECH 2023
Automatic Exploration of Optimal Data Processing Operations for Sound Data Augmentation Using Improved Differentiable Automatic Data Augmentation INTERSPEECH 2023
Out-of-Domain Robustness via Targeted Augmentations ICML 2023
TransFace: Calibrating Transformer Training for Face Recognition from a Data-Centric Perspective ICCV 2023
SMMix: Self-Motivated Image Mixing for Vision Transformers ICCV 2023
SILT: Shadow-Aware Iterative Label Tuning for Learning to Detect Shadows from Noisy Labels ICCV 2023
An Empirical Comparison of LM-based Question and Answer Generation Methods ACL 2023
Cross-modality Data Augmentation for End-to-End Sign Language Translation EMNLP 2023
EfficientTrain: Exploring Generalized Curriculum Learning for Training Visual Backbones ICCV 2023
CREST: A Joint Framework for Rationalization and Counterfactual Text Generation ACL 2023
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning ACL 2023
Bidirectional Generative Framework for Cross-domain Aspect-based Sentiment Analysis ACL 2023
Towards Diverse and Effective Question-Answer Pair Generation from Children Storybooks ACL 2023
Neural Machine Translation Methods for Translating Text to Sign Language Glosses ACL 2023
Neural Topic Modeling based on Cycle Adversarial Training and Contrastive Learning ACL 2023
With a Little Push, NLI Models can Robustly and Efficiently Predict Faithfulness ACL 2023
SinaAI at SemEval-2023 Task 3: A Multilingual Transformer Language Model-based Approach for the Detection of News Genre, Framing and Persuasion Techniques ACL 2023