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Machine Learning
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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
DocStruct: A Multimodal Method to Extract Hierarchy Structure in Document for General Form Understanding
EMNLP 2020
A Study in Improving BLEU Reference Coverage with Diverse Automatic Paraphrasing
EMNLP 2020
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data
EMNLP 2020
Optimizing Word Segmentation for Downstream Task
EMNLP 2020
exBERT: Extending Pre-trained Models with Domain-specific Vocabulary Under Constrained Training Resources
EMNLP 2020
Open Domain Question Answering based on Text Enhanced Knowledge Graph with Hyperedge Infusion
EMNLP 2020
Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QA
EMNLP 2020
Cost-effective Selection of Pretraining Data: A Case Study of Pretraining BERT on Social Media
EMNLP 2020
DomBERT: Domain-oriented Language Model for Aspect-based Sentiment Analysis
EMNLP 2020
Unsupervised Cross-Lingual Adaptation of Dependency Parsers Using CRF Autoencoders
EMNLP 2020
Adapting Open Domain Fact Extraction and Verification to COVID-FACT through In-Domain Language Modeling
EMNLP 2020
Be Different to Be Better! A Benchmark to Leverage the Complementarity of Language and Vision
EMNLP 2020
Cross-Lingual Training of Neural Models for Document Ranking
EMNLP 2020
LEGAL-BERT: The Muppets straight out of Law School
EMNLP 2020
Domain Adversarial Fine-Tuning as an Effective Regularizer
EMNLP 2020
Integrating Task Specific Information into Pretrained Language Models for Low Resource Fine Tuning
EMNLP 2020
Literature Retrieval for Precision Medicine with Neural Matching and Faceted Summarization
EMNLP 2020
A Dual-Attention Network for Joint Named Entity Recognition and Sentence Classification of Adverse Drug Events
EMNLP 2020
Margin-aware Unsupervised Domain Adaptation for Cross-lingual Text Labeling
EMNLP 2020
A Pilot Study of Text-to-SQL Semantic Parsing for Vietnamese
EMNLP 2020
Factorized Transformer for Multi-Domain Neural Machine Translation
EMNLP 2020
Vocabulary Adaptation for Domain Adaptation in Neural Machine Translation
EMNLP 2020
The Dots Have Their Values: Exploiting the Node-Edge Connections in Graph-based Neural Models for Document-level Relation Extraction
EMNLP 2020
BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining
EMNLP 2020
Classification of Syncope Cases in Norwegian Medical Records
EMNLP 2020
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