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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

Augmenting Data for Sarcasm Detection with Unlabeled Conversation Context ACL 2020
Parallel resources for Tunisian Arabic Dialect Translation COLING 2020
The Third Multilingual Surface Realisation Shared Task (SR’20): Overview and Evaluation Results COLING 2020
Task-Oriented Dialog Systems That Consider Multiple Appropriate Responses under the Same Context AAAI 2020
Evaluating the Utility of Model Configurations and Data Augmentation on Clinical Semantic Textual Similarity ACL 2020
A Comparative Study of Synthetic Data Generation Methods for Grammatical Error Correction ACL 2020
Complementary Systems for Off-Topic Spoken Response Detection ACL 2020
CNN-Generated Images Are Surprisingly Easy to Spot... for Now CVPR 2020
Conditional Augmentation for Aspect Term Extraction via Masked Sequence-to-Sequence Generation ACL 2020
CorefQA: Coreference Resolution as Query-based Span Prediction ACL 2020
Do Not Have Enough Data? Deep Learning to the Rescue! AAAI 2020
Tagged Back-translation Revisited: Why Does It Really Work? ACL 2020
Data Augmentation Using Prosody and False Starts to Recognize Non-Native Children’s Speech INTERSPEECH 2020
UNSW System Description for the Shared Task on Automatic Speech Recognition for Non-Native Children’s Speech INTERSPEECH 2020
Optimizing Millions of Hyperparameters by Implicit Differentiation AISTATS 2020
NPU Speaker Verification System for INTERSPEECH 2020 Far-Field Speaker Verification Challenge INTERSPEECH 2020
Variable Frame Rate-Based Data Augmentation to Handle Speaking-Style Variability for Automatic Speaker Verification INTERSPEECH 2020
Injecting Numerical Reasoning Skills into Language Models ACL 2020
Transliteration Based Data Augmentation for Training Multilingual ASR Acoustic Models in Low Resource Settings INTERSPEECH 2020
Tone Learning in Low-Resource Bilingual TTS INTERSPEECH 2020
Improving Speech Recognition Using GAN-Based Speech Synthesis and Contrastive Unspoken Text Selection INTERSPEECH 2020
How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? EMNLP 2020
Cascaded Deep Monocular 3D Human Pose Estimation With Evolutionary Training Data CVPR 2020
A Robust Adversarial Training Approach to Machine Reading Comprehension AAAI 2020
A Comprehensive Analysis of Preprocessing for Word Representation Learning in Affective Tasks ACL 2020