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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

BpHigh@TamilNLP-ACL2022: Effects of Data Augmentation on Indic-Transformer based classifier for Abusive Comments Detection in Tamil ACL 2022
Decoding Part-of-Speech from Human EEG Signals ACL 2022
Robustness of Demonstration-based Learning Under Limited Data Scenario EMNLP 2022
Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition EMNLP 2022
Named Entity Recognition in Industrial Tables using Tabular Language Models EMNLP 2022
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study EMNLP 2022
Simple but Challenging: Natural Language Inference Models Fail on Simple Sentences EMNLP 2022
RoChBert: Towards Robust BERT Fine-tuning for Chinese EMNLP 2022
A Unified Dialogue User Simulator for Few-shot Data Augmentation EMNLP 2022
TINA: Textual Inference with Negation Augmentation EMNLP 2022
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