Are missing links predictable? An inferential benchmark for knowledge graph completion

• Main Authors: CAO, Yixin, JI, Xiang, LV, Xin, LI, Juanzi, WEN, Yonggang, ZHANG, Hanwang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/7316; https://ink.library.smu.edu.sg/context/sis_research/article/8319/viewcontent/2021.acl_long.534.pdf
• Institution: Singapore Management University

We present InferWiki, a Knowledge Graph Completion (KGC) dataset that improves upon existing benchmarks in inferential ability, assumptions, and patterns. First, each testing sample is predictable with supportive data in the training set. To ensure it, we propose to utilize rule-guided train/test ge...