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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

Coordination Generation via Synchronized Text-Infilling COLING 2022
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal NIPS 2022
Using Deep Mixture-of-Experts to Detect Word Meaning Shift for TempoWiC EMNLP 2022
Task-driven augmented data evaluation EMNLP 2022
HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding EMNLP 2022
Combining WordNet and Word Embeddings in Data Augmentation for Legal Texts EMNLP 2022
Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022
University of Cape Town’s WMT22 System: Multilingual Machine Translation for Southern African Languages EMNLP 2022
Target-Guided Dialogue Response Generation Using Commonsense and Data Augmentation NAACL 2022
EMIXER: End-to-end Multimodal X-ray Generation via Self-supervision MLHC 2022
ASRtrans at SemEval-2022 Task 4: Ensemble of Tuned Transformer-based Models for PCL Detection SEMEVAL 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations AACL 2022
DMix: Adaptive Distance-aware Interpolative Mixup ACL 2022
Better Quality Estimation for Low Resource Corpus Mining ACL 2022
Semantically Distributed Robust Optimization for Vision-and-Language Inference ACL 2022
Learning Instructions with Unlabeled Data for Zero-Shot Cross-Task Generalization EMNLP 2022
Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues EMNLP 2022
DSM: Question Generation over Knowledge Base via Modeling Diverse Subgraphs with Meta-learner EMNLP 2022
Synergy with Translation Artifacts for Training and Inference in Multilingual Tasks EMNLP 2022
ConNER: Consistency Training for Cross-lingual Named Entity Recognition EMNLP 2022
PreQuEL: Quality Estimation of Machine Translation Outputs in Advance EMNLP 2022
PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings EMNLP 2022
Most NLG is Low-Resource: here’s what we can do about it EMNLP 2022
HW-TSC Translation Systems for the WMT22 Biomedical Translation Task EMNLP 2022
MUNI-NLP Systems for Lower Sorbian-German and Lower Sorbian-Upper Sorbian Machine Translation @ WMT22 EMNLP 2022