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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

Controllable Dialogue Simulation with In-context Learning EMNLP 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning EMNLP 2022
Leveraging Data Recasting to Enhance Tabular Reasoning EMNLP 2022
Dynamic Augmentation Data Selection for Few-shot Text Classification EMNLP 2022
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation EMNLP 2022
Data Cartography for Low-Resource Neural Machine Translation EMNLP 2022
ParaMac: A General Unsupervised Paraphrase Generation Framework Leveraging Semantic Constraints and Diversifying Mechanisms EMNLP 2022
Syntactically Robust Training on Partially-Observed Data for Open Information Extraction EMNLP 2022
Learning to Generate Overlap Summaries through Noisy Synthetic Data EMNLP 2022
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question Answering EMNLP 2022
SMSMix: Sense-Maintained Sentence Mixup for Word Sense Disambiguation EMNLP 2022
Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction EMNLP 2022
TF-IDF or Transformers for Arabic Dialect Identification? ITFLOWS participation in the NADI 2022 Shared Task EMNLP 2022
SI2M & AIOX Labs at WANLP 2022 Shared Task: Propaganda Detection in Arabic, A Data Augmentation and Name Entity Recognition Approach EMNLP 2022
NT5 at WMT 2022 General Translation Task EMNLP 2022
The ARC-NKUA Submission for the English-Ukrainian General Machine Translation Shared Task at WMT22 EMNLP 2022
DUTNLP Machine Translation System for WMT22 General MT Task EMNLP 2022
Vega-MT: The JD Explore Academy Machine Translation System for WMT22 EMNLP 2022
Data Augmentation for Inline Tag-Aware Neural Machine Translation EMNLP 2022
Tackling Low-Resourced Sign Language Translation: UPC at WMT-SLT 22 EMNLP 2022
Improved Data Augmentation for Translation Suggestion EMNLP 2022
Experimental Machine Translation of the Swiss German Sign Language via 3D Augmentation of Body Keypoints EMNLP 2022
On The Arabic Dialects’ Identification: Overcoming Challenges of Geographical Similarities Between Arabic dialects and Imbalanced Datasets EMNLP 2022
Divide-and-Conquer Text Simplification by Scalable Data Enhancement EMNLP 2022
AIM: An Auto-Augmenter for Images and Meshes CVPR 2022