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Methodology
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Machine Learning
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Transfer Learning
3884 directly classified papers
Papers per year
2002: 1
2003: 1
2006: 3
2007: 2
2008: 3
2009: 3
2010: 4
2011: 7
2012: 5
2013: 28
2014: 14
2015: 14
2016: 50
2017: 119
2018: 136
2019: 254
2020: 371
2021: 481
2022: 497
2023: 584
2024: 538
2025: 735
2026: 34
Papers
To Block or not to Block: Experiments with Machine Learning for News Comment Moderation
EACL 2021
Multi-Task Retrieval for Knowledge-Intensive Tasks
IJCNLP 2021
Uncovering Constraint-Based Behavior in Neural Models via Targeted Fine-Tuning
IJCNLP 2021
LexFit: Lexical Fine-Tuning of Pretrained Language Models
IJCNLP 2021
End-to-End Speech Translation with Pre-trained Models and Adapters: UPC at IWSLT 2021
IJCNLP 2021
Maastricht University’s Multilingual Speech Translation System for IWSLT 2021
IJCNLP 2021
Script Parsing with Hierarchical Sequence Modelling
IJCNLP 2021
Investigating label suggestions for opinion mining in German Covid-19 social media
IJCNLP 2021
When Do You Need Billions of Words of Pretraining Data?
IJCNLP 2021
Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification
IJCNLP 2021
A Falta de Pan, Buenas Son Tortas: The Efficacy of Predicted UPOS Tags for Low Resource UD Parsing
IJCNLP 2021
A Theory of Multiple-Source Adaptation with Limited Target Labeled Data
AISTATS 2021
Improving Adversarial Robustness via Unlabeled Out-of-Domain Data
AISTATS 2021
Learn to Expect the Unexpected: Probably Approximately Correct Domain Generalization
AISTATS 2021
Convolutional Neural Networks Are Not Invariant to Translation, but They Can Learn to Be
JMLR 2021
Domain Generalization by Marginal Transfer Learning
JMLR 2021
Model Linkage Selection for Cooperative Learning
JMLR 2021
Domain adaptation under structural causal models
JMLR 2021
Zero-Pair Image to Image Translation Using Domain Conditional Normalization
WACV 2021
Adaptiope: A Modern Benchmark for Unsupervised Domain Adaptation
WACV 2021
Multi-task Learning of Negation and Speculation for Targeted Sentiment Classification
NAACL 2021
Investigating Code-Mixed Modern Standard Arabic-Egyptian to English Machine Translation
NAACL 2021
CogNLP-Sheffield at CMCL 2021 Shared Task: Blending Cognitively Inspired Features with Transformer-based Language Models for Predicting Eye Tracking Patterns
NAACL 2021
Larger-Context Tagging: When and Why Does It Work?
NAACL 2021
Data and Model Distillation as a Solution for Domain-transferable Fact Verification
NAACL 2021
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