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Fine-grained Evaluation of Rule- and Embedding-based Systems for Knowledge Graph Completion

Published on Nov 22, 20183046 Views

Over the recent years embeddings have attracted increasing research focus as a means for knowledge graph completion. Similarly, rule-based systems have been studied for this task in the past as well.

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Fine-grained Evaluation of Ruleand Embedding-based Systems for Knowledge Graph Completion00:00
Knowledge Graph Completion00:11
Two Approaches - 100:58
Two Approaches - 201:41
Evaluation State02:45
A Rule-Based Baseline - 103:41
A Rule-Based Baseline - 204:25
A Rule-Based Baseline -304:52
A Rule-Based Baseline - 404:58
Rule Learning - 105:03
Rule Learning - 205:26
Rule Learning - 305:41
Rule Learning - 406:04
Rule Learning - 506:20
Rule Learning - 606:48
Rule Learning - 707:04
Rule Application07:19
RuleN Evaluation08:18
Test Set Partitioning09:03
Test Set Partitioning (FB15k)09:41
Fine -Grained Evaluation (FB15k) - 111:03
Fine -Grained Evaluation (FB15k) - 211:39
Fine -Grained Evaluation (FB15k) - 312:00
A Basic Stacking Ensemble12:38
FB15k -237 Hits@k13:11
Thank you! Any Questions?14:57