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Machine Learning
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Data Augmentation
3,622 papers
Papers per year
2002: 2
2006: 1
2008: 2
2009: 1
2011: 3
2012: 3
2013: 9
2014: 8
2015: 7
2016: 35
2017: 45
2018: 108
2019: 239
2020: 329
2021: 477
2022: 518
2023: 607
2024: 561
2025: 546
2026: 121
Papers
QUAK: A Synthetic Quality Estimation Dataset for Korean-English Neural Machine Translation
COLING 2022
Towards Robust Neural Machine Translation with Iterative Scheduled Data-Switch Training
COLING 2022
A Contrastive Cross-Channel Data Augmentation Framework for Aspect-Based Sentiment Analysis
COLING 2022
Unsupervised Data Augmentation for Aspect Based Sentiment Analysis
COLING 2022
Towards Exploiting Sticker for Multimodal Sentiment Analysis in Social Media: A New Dataset and Baseline
COLING 2022
Improving Code-switched ASR with Linguistic Information
COLING 2022
Data Augmentation for Improving the Prediction of Validity and Novelty of Argumentative Conclusions
COLING 2022
Using Translation Process Data to Explore Explicitation and Implicitation through Discourse Connectives
COLING 2022
Automatic Summarization for Creative Writing: BART based Pipeline Method for Generating Summary of Movie Scripts
COLING 2022
Augmented Bio-SBERT: Improving Performance for Pairwise Sentence Tasks in Bio-medical Domain
COLING 2022
Syntax-driven Data Augmentation for Named Entity Recognition
COLING 2022
Lightweight Contextual Logical Structure Recovery
COLING 2022
zydhjh4593@SMM4H’22: A Generic Pre-trained BERT-based Framework for Social Media Health Text Classification
COLING 2022
BioInfo@UAVR@SMM4H’22: Classification and Extraction of Adverse Event mentions in Tweets using Transformer Models
COLING 2022
FRE at SocialDisNER: Joint Learning of Language Models for Named Entity Recognition
COLING 2022
Yet@SMM4H’22: Improved BERT-based classification models with Rdrop and PolyLoss
COLING 2022
Fraunhofer SIT@SMM4H’22: Learning to Predict Stances and Premises in Tweets related to COVID-19 Health Orders Using Generative Models
COLING 2022
Rakuten’s Participation in WAT 2022: Parallel Dataset Filtering by Leveraging Vocabulary Heterogeneity
COLING 2022
Towards better structured and less noisy Web data: Oscar with Register annotations
COLING 2022
Robust Optimization As Data Augmentation for Large-Scale Graphs
CVPR 2022
SwapMix: Diagnosing and Regularizing the Over-Reliance on Visual Context in Visual Question Answering
CVPR 2022
Rethinking the Augmentation Module in Contrastive Learning: Learning Hierarchical Augmentation Invariance With Expanded Views
CVPR 2022
Exploring Geometric Consistency for Monocular 3D Object Detection
CVPR 2022
ArtiBoost: Boosting Articulated 3D Hand-Object Pose Estimation via Online Exploration and Synthesis
CVPR 2022
Learning From Temporal Gradient for Semi-Supervised Action Recognition
CVPR 2022
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