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Domain Adaptation

854 directly classified papers

Papers per year

Papers

Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer EMNLP 2021
Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage Retrieval EMNLP 2021
Learning Kernel-Smoothed Machine Translation with Retrieved Examples EMNLP 2021
NB-MLM: Efficient Domain Adaptation of Masked Language Models for Sentiment Analysis EMNLP 2021
Wasserstein Selective Transfer Learning for Cross-domain Text Mining EMNLP 2021
Less Is More: Domain Adaptation with Lottery Ticket for Reading Comprehension EMNLP 2021
Non-Parametric Unsupervised Domain Adaptation for Neural Machine Translation EMNLP 2021
Improving Multi-Party Dialogue Discourse Parsing via Domain Integration EMNLP 2021
The Global Banking Standards QA Dataset (GBS-QA) EMNLP 2021
Corporate Bankruptcy Prediction with Domain-Adapted BERT EMNLP 2021
Is Domain Adaptation Worth Your Investment? Comparing BERT and FinBERT on Financial Tasks EMNLP 2021
The Highs and Lows of Simple Lexical Domain Adaptation Approaches for Neural Machine Translation EMNLP 2021
JuriBERT: A Masked-Language Model Adaptation for French Legal Text EMNLP 2021
Efficient Domain Adaptation of Language Models via Adaptive Tokenization EMNLP 2021
Illinois Japanese ↔ English News Translation for WMT 2021 EMNLP 2021
Multilingual Domain Adaptation for NMT: Decoupling Language and Domain Information with Adapters EMNLP 2021
High Frequent In-domain Words Segmentation and Forward Translation for the WMT21 Biomedical Task EMNLP 2021
Huawei AARC’s Submissions to the WMT21 Biomedical Translation Task: Domain Adaption from a Practical Perspective EMNLP 2021
Mitigation of Diachronic Bias in Fake News Detection Dataset EMNLP 2021
Implicit Semantic Response Alignment for Partial Domain Adaptation NIPS 2021
ToAlign: Task-Oriented Alignment for Unsupervised Domain Adaptation NIPS 2021
Adversarial Reweighting for Partial Domain Adaptation NIPS 2021
A Prototype-Oriented Framework for Unsupervised Domain Adaptation NIPS 2021
Unsupervised Noise Adaptive Speech Enhancement by Discriminator-Constrained Optimal Transport NIPS 2021
The balancing principle for parameter choice in distance-regularized domain adaptation NIPS 2021