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A Survey on Deep Learning for Named Entity Recognition
Jing Li, Aixin Sun, Jianglei Han +1
Named entity recognition (NER) is the task to identify mentions of rigid designators from text belonging to predefined semantic types such as person, location, organization etc. NE…
Next Item Recommendation with Self-Attention
Shuai Zhang, Yi Tay, Lina Yao +1
In this paper, we propose a novel sequence-aware recommendation model. Our model utilizes self-attention mechanism to infer the item-item relationship from user's historical intera…
NeuRec: On Nonlinear Transformation for Personalized Ranking
Shuai Zhang, Lina Yao, Aixin Sun +3
Modeling user-item interaction patterns is an important task for personalized recommendations. Many recommender systems are based on the assumption that there exists a linear relat…
Pair-Linking for Collective Entity Disambiguation: Two Could Be Better Than All
Minh C. Phan, Aixin Sun, Yi Tay +2
Collective entity disambiguation aims to jointly resolve multiple mentions by linking them to their associated entities in a knowledge base. Previous works are primarily based on t…