1.4k citations · 5.4k across the 120 of their papers we have counts for
5 papers · 2 filters
Neural Emoji Recommendation in Dialogue Systems
Ruobing Xie, Zhiyuan Liu, Rui Yan +1
Emoji is an essential component in dialogues which has been broadly utilized on almost all social platforms. It could express more delicate feelings beyond plain texts and thus smo…
Joint Representation Learning of Text and Knowledge for Knowledge Graph Completion
Xu Han, Zhiyuan Liu, Maosong Sun
Joint representation learning of text and knowledge within a unified semantic space enables us to perform knowledge graph completion more accurately. In this work, we propose a nov…
Knowledge Representation via Joint Learning of Sequential Text and Knowledge Graphs
Jiawei Wu, Ruobing Xie, Zhiyuan Liu +1
Textual information is considered as significant supplement to knowledge representation learning (KRL). There are two main challenges for constructing knowledge representations fro…
Incorporating Relation Paths in Neural Relation Extraction
Wenyuan Zeng, Yankai Lin, Zhiyuan Liu +1
Distantly supervised relation extraction has been widely used to find novel relational facts from plain text. To predict the relation between a pair of two target entities, existin…
Neural Headline Generation with Sentence-wise Optimization
Ayana, Shiqi Shen, Yu Zhao +2
Recently, neural models have been proposed for headline generation by learning to map documents to headlines with recurrent neural networks. Nevertheless, as traditional neural net…