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• W2933434786 abstract "Fine-tuning neural networks is widely used to transfer valuable knowledge from high-resource to low-resource domains. In a standard fine-tuning scheme, source and target problems are trained using the same architecture. Although capable of adapting to new domains, pre-trained units struggle with learning uncommon target-specific patterns. In this paper, we propose to augment the target-network with normalised, weighted and randomly initialised units that beget a better adaptation while maintaining the valuable source knowledge. Our experiments on POS tagging of social media texts (Tweets domain) demonstrate that our method achieves state-of-the-art performances on 3 commonly used datasets." @default.
• W2933434786 created "2019-04-11" @default.
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• W2933434786 date "2019-04-07" @default.
• W2933434786 modified "2023-10-01" @default.
• W2933434786 title "Joint Learning of Pre-Trained and Random Units for Domain Adaptation in Part-of-Speech Tagging." @default.
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