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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

BulletTrain: Accelerating Robust Neural Network Training via Boundary Example Mining NIPS 2021
Cambridge at SemEval-2021 Task 2: Neural WiC-Model with Data Augmentation and Exploration of Representation IJCNLP 2021
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning ACL 2021
TermMind: Alibaba’s WMT21 Machine Translation Using Terminologies Task Submission EMNLP 2021
Causal Augmentation for Causal Sentence Classification EMNLP 2021
Self-Teaching Machines to Read and Comprehend with Large-Scale Multi-Subject Question-Answering Data EMNLP 2021
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation EMNLP 2021
Compositional Data and Task Augmentation for Instruction Following EMNLP 2021
Simulated Chats for Building Dialog Systems: Learning to Generate Conversations from Instructions EMNLP 2021
Smelting Gold and Silver for Improved Multilingual AMR-to-Text Generation EMNLP 2021
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning NIPS 2021
A Continuous Mapping For Augmentation Design NIPS 2021
Contextual Similarity Aggregation with Self-attention for Visual Re-ranking NIPS 2021
CVAE-based Re-anchoring for Implicit Discourse Relation Classification EMNLP 2021
“Be nice to your wife! The restaurants are closed”: Can Gender Stereotype Detection Improve Sexism Classification? EMNLP 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation EMNLP 2021
Learning Bill Similarity with Annotated and Augmented Corpora of Bills EMNLP 2021
NLPIITR at SemEval-2021 Task 6: RoBERTa Model with Data Augmentation for Persuasion Techniques Detection IJCNLP 2021
Amherst685 at SemEval-2021 Task 7: Joint Modeling of Classification and Regression for Humor and Offense IJCNLP 2021
Zero-pronoun Data Augmentation for Japanese-to-English Translation IJCNLP 2021
Few-Shot Learning via Feature Hallucination With Variational Inference WACV 2021
Defect-GAN: High-Fidelity Defect Synthesis for Automated Defect Inspection WACV 2021
Data augmentation for low-resource grapheme-to-phoneme mapping ACL 2021
Reading StackOverflow Encourages Cheating: Adding Question Text Improves Extractive Code Generation ACL 2021
MCL@IITK at SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation using Augmented Data, Signals, and Transformers ACL 2021