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从语义网视角看知识图谱的近期研究进展

从语义网视角看知识图谱的近期研究进展

全国知识图谱与语义计算大会 (CCKS 2020) 知识图谱前沿趋势，特邀报告，2020/11/14，南昌

报告人

胡伟，博士，南京大学计算机科学与技术系副教授、博士生导师。

如果您使用了本讲稿，请按如下引用：

胡伟. 从语义网视角看知识图谱的近期研究进展. 全国知识图谱与语义计算大会, 2020  

参考文献

根据会议主办方建议，本报告调研了 2020 年语义网领域三大顶级会议 (即 TheWebConf (WWW)、ISWC 和 ESWC) 发表的研究论文。由于报告人水平所限，错误和遗漏在所难免，恳切希望听众批评指正！

知识图谱表示学习

• Liu et al. Generalizing Tensor Decomposition for N-ary Relational Knowledge Bases. WWW 2020

• Bhowmik & Melo. Explainable Link Prediction for Emerging Entities in Knowledge Graphs. ISWC 2020

• Xu et al. Temporal Knowledge Graph Completion Based on Time Series Gaussian Embedding. ISWC 2020

知识抽取与图谱构建

• Harting et al. LOREM: Language-consistent Open Relation Extraction from Unstructured Text. WWW 2020

• Zhang et al. Relation Adversarial Network for Low Resource Knowledge Graph Completion. WWW 2020

• Cao et al. Open Knowledge Enrichment for Long-tail Enrichment. WWW 2020

实体对齐

• Zhu et al. Collective Multi-type Entity Alignment Between Knowledge Graphs. WWW 2020

• Chen et al. Learning Short-term Differences and Long-term Dependencies for Entity Alignment. ISWC 2020

• Zhang et al. Multi-Context Attention for Entity Matching. WWW 2020

搜索、摘要与推荐

• Liu et al. Entity Summarization with User Feedback. ESWC 2020

• Lyu et al. Rule-Guided Graph Neural Networks for Recommender Systems. ISWC 2020

知识图谱问答

• Banerjee et al. PNEL: Pointer Network based End-To-End Entity Linking over Knowledge Graphs. ISWC 2020

• Mihindukulasooriya et al. Leveraging Semantic Parsing For Relation Linking Over Knowledge Bases. ISWC 2020

新数据集

• Jiménez-Ruiz et al. SemTab 2019: Resources to Benchmark Tabular Data to Knowledge Graph Matching Systems. ESWC 2020

• Singh et al. OWL2Bench: A Benchmark for OWL 2 Reasoners. ISWC 2020

• Kolbe et al. LOVBench: Ontology Ranking Benchmark. WWW 2020

• Liu et al. ESBM: An Entity Summarization BenchMark. ESWC 2020

• Kacupaj et al. VQuAnDa: Verbalization QUestion ANswering DAtaset. ESWC 2020