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Machine Learning
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Application Areas
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Domain Adaptation
8,656 papers
Papers per year
2003: 1
2004: 2
2006: 11
2007: 9
2008: 8
2009: 13
2010: 14
2011: 16
2012: 16
2013: 44
2014: 32
2015: 44
2016: 126
2017: 203
2018: 378
2019: 662
2020: 726
2021: 1006
2022: 964
2023: 1217
2024: 1326
2025: 1387
2026: 451
Papers
Data Augmentation for Cross-Domain Named Entity Recognition
EMNLP 2021
Incorporating medical knowledge in BERT for clinical relation extraction
EMNLP 2021
PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition
EMNLP 2021
Comparing Text Representations: A Theory-Driven Approach
EMNLP 2021
GradTS: A Gradient-Based Automatic Auxiliary Task Selection Method Based on Transformer Networks
EMNLP 2021
TADPOLE: Task ADapted Pre-Training via AnOmaLy DEtection
EMNLP 2021
Rule-based Morphological Inflection Improves Neural Terminology Translation
EMNLP 2021
Effective Convolutional Attention Network for Multi-label Clinical Document Classification
EMNLP 2021
Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning
EMNLP 2021
Simple Entity-Centric Questions Challenge Dense Retrievers
EMNLP 2021
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding
EMNLP 2021
Levenshtein Training for Word-level Quality Estimation
EMNLP 2021
Residual Adapters for Parameter-Efficient ASR Adaptation to Atypical and Accented Speech
EMNLP 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks
EMNLP 2021
Students Who Study Together Learn Better: On the Importance of Collective Knowledge Distillation for Domain Transfer in Fact Verification
EMNLP 2021
Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage Retrieval
EMNLP 2021
Improving Multilingual Translation by Representation and Gradient Regularization
EMNLP 2021
Learning Kernel-Smoothed Machine Translation with Retrieved Examples
EMNLP 2021
#HowYouTagTweets: Learning User Hashtagging Preferences via Personalized Topic Attention
EMNLP 2021
A Bag of Tricks for Dialogue Summarization
EMNLP 2021
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic Evaluation
EMNLP 2021
Discrete and Soft Prompting for Multilingual Models
EMNLP 2021
Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs
EMNLP 2021
Cross-Domain Label-Adaptive Stance Detection
EMNLP 2021
Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning
EMNLP 2021
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