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Pretrained Transformers for Simple Question Answering

Published on Nov 27, 201938 Views

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Chapter list

Pretrained Transformers for Simple Question Answering over Knowledge Graphs00:00
Simple Questions00:12
A Simple Question00:16
Question Answering is Hard!00:35
Background00:50
Transformers00:58
BERT01:04
Approach02:16
Overview03:02
Overview03:27
Entity span and relation prediction04:01
Entity span prediction04:45
Relation prediction05:46
Entity Span and Relation prediction, together06:07
Entity candidate generation06:47
Reranking07:08
Experiments08:02
Experimental Setup08:05
Baseline08:32
Questions09:05
Results: Q1 - subtask results09:33
Results: Q1 - subtask results10:27
Results: Q2 - end results10:33
Results: Q3 - fewer data11:19
Results: Q4 - internal behavior12:31
Results: Q4 - internal behavior12:56
Results: Q4 - internal behavior13:51
Thank you14:37