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THOTH: Neural Translation and Enrichment of Knowledge Bases
Published on Nov 27, 201962 Views
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Chapter list
THOTH: Neural Translation and Enrichment of Knowledge Graphs00:00
Introduction00:15
Motivation: Information per language 00:22
Motivation: Information per language - Semantic Web00:27
Motivation: How to support multilinguality in the adoption of KGs00:41
Drawback - KG Translation00:51
Drawback - Language-based URIs01:26
Research Question02:04
Background: Neural Machine Translation02:45
Background: Knowledge Graph Embeddings03:24
THOTH - Translation and Enrichment of KGs Architecture03:39
THOTH - Translation and Enrichment of KGs Training Phase04:49
THOTH - Translation and Enrichment of KGs Training steps: Part 205:31
THOTH - Translation and Enrichment of KGs Training steps: Part 105:42
THOTH - Translation and Enrichment of KGs Training Steps: Part 305:57
THOTH - Translation and Enrichment of KGs Translation Step07:04
Evaluation07:53
THOTH - Evaluation: Experimental Setup10:00
THOTH - Evaluation: Translation task10:02
THOTH - Evaluation Fact: Validation task10:19
THOTH - Evaluation NLP task10:37
THOTH - Results: Translation Accuracy11:09
THOTH - Results: Fact Validation task11:28
THOTH - Results: NLP task12:03
Error Analysis and Discussion12:56
Summary and Future Work14:29
Thank you for your Attention!15:20