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
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Liu et al. Generalizing Tensor Decomposition for N-ary Relational Knowledge Bases. WWW 2020
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Bhowmik & Melo. Explainable Link Prediction for Emerging Entities in Knowledge Graphs. ISWC 2020
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Xu et al. Temporal Knowledge Graph Completion Based on Time Series Gaussian Embedding. ISWC 2020
知识抽取与图谱构建
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Harting et al. LOREM: Language-consistent Open Relation Extraction from Unstructured Text. WWW 2020
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Zhang et al. Relation Adversarial Network for Low Resource Knowledge Graph Completion. WWW 2020
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Cao et al. Open Knowledge Enrichment for Long-tail Enrichment. WWW 2020
实体对齐
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Zhu et al. Collective Multi-type Entity Alignment Between Knowledge Graphs. WWW 2020
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Chen et al. Learning Short-term Differences and Long-term Dependencies for Entity Alignment. ISWC 2020
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Zhang et al. Multi-Context Attention for Entity Matching. WWW 2020
搜索、摘要与推荐
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Liu et al. Entity Summarization with User Feedback. ESWC 2020
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Lyu et al. Rule-Guided Graph Neural Networks for Recommender Systems. ISWC 2020
知识图谱问答
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Banerjee et al. PNEL: Pointer Network based End-To-End Entity Linking over Knowledge Graphs. ISWC 2020
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Mihindukulasooriya et al. Leveraging Semantic Parsing For Relation Linking Over Knowledge Bases. ISWC 2020
新数据集
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Jiménez-Ruiz et al. SemTab 2019: Resources to Benchmark Tabular Data to Knowledge Graph Matching Systems. ESWC 2020
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Singh et al. OWL2Bench: A Benchmark for OWL 2 Reasoners. ISWC 2020
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Kolbe et al. LOVBench: Ontology Ranking Benchmark. WWW 2020
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Liu et al. ESBM: An Entity Summarization BenchMark. ESWC 2020
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Kacupaj et al. VQuAnDa: Verbalization QUestion ANswering DAtaset. ESWC 2020