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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
ONE: Toward ONE model, ONE algorithm, ONE corpus dedicated to sentiment analysis of Arabic/Arabizi and its dialects
EACL 2021
Me, myself, and ire: Effects of automatic transcription quality on emotion, sarcasm, and personality detection
EACL 2021
DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect Extraction
EMNLP 2021
Voice Query Auto Completion
EMNLP 2021
CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification
EMNLP 2021
IR like a SIR: Sense-enhanced Information Retrieval for Multiple Languages
EMNLP 2021
Evaluating the Evaluation Metrics for Style Transfer: A Case Study in Multilingual Formality Transfer
EMNLP 2021
Achieving Model Robustness through Discrete Adversarial Training
EMNLP 2021
Evaluating the Robustness of Neural Language Models to Input Perturbations
EMNLP 2021
Sorting through the noise: Testing robustness of information processing in pre-trained language models
EMNLP 2021
Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training
EMNLP 2021
Knowledge-Aware Meta-learning for Low-Resource Text Classification
EMNLP 2021
Robust Retrieval Augmented Generation for Zero-shot Slot Filling
EMNLP 2021
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search
EMNLP 2021
A Three-Stage Learning Framework for Low-Resource Knowledge-Grounded Dialogue Generation
EMNLP 2021
Different Strokes for Different Folks: Investigating Appropriate Further Pre-training Approaches for Diverse Dialogue Tasks
EMNLP 2021
An Evaluation Dataset and Strategy for Building Robust Multi-turn Response Selection Model
EMNLP 2021
An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing
EMNLP 2021
Dealing with Typos for BERT-based Passage Retrieval and Ranking
EMNLP 2021
Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution
EMNLP 2021
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data Selection
EMNLP 2021
A Fine-Grained Domain Adaption Model for Joint Word Segmentation and POS Tagging
EMNLP 2021
Language-Aligned Waypoint (LAW) Supervision for Vision-and-Language Navigation in Continuous Environments
EMNLP 2021
AVocaDo: Strategy for Adapting Vocabulary to Downstream Domain
EMNLP 2021
Pre-train or Annotate? Domain Adaptation with a Constrained Budget
EMNLP 2021
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