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Facilitating Human Intervention in Coreference Resolution with Comparative Entity Summaries

Published on Jul 30, 20142023 Views

A primary challenge to Web data integration is coreference resolution, namely identifying entity descriptions from different data sources that refer to the same real-world entity. Increasingly, soluti

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Chapter list

Facilitating Human Intervention in Coreference Resolution with Comparative Entity Summaries00:00
Coreference resolution00:22
Methods with humans in the loop (or, coordinating “ings”)01:06
Present entire entity descriptions?02:18
Present a compact comparative summary! - 102:50
Present a compact comparative summary! - 203:22
Four aspects of a good comparative summary03:34
1. Commonality03:39
1. Commonality (details)05:42
1. Commonality (weakness)06:42
2. Difference - 107:10
2. Difference - 208:32
2. Difference (details)08:52
3. Information on identity09:07
3. Information on identity (details)09:54
4. Diversity of information10:11
To find an optimal summary (or, to find the most helpful PV pairs)10:38
Evaluation method11:25
Data sets and tasks - 112:40
Data sets and tasks - 212:50
Data sets and tasks - 313:12
Approaches13:39
Results (1)14:25
Results (2)15:06
Take-home messages15:47
Future work16:30
Thanks for your attention17:06