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Online learning for CAT applications
Published on Jul 01, 20094529 Views
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Chapter list
Online Learning for CAT applications00:00
What is SMART about00:06
Online learning in SMT00:36
Computer Assisted Translation (CAT)02:05
CAT meets online learning03:38
Adaptive decoding04:57
Experimental setup (based on Portage SMT system) (1)06:30
Experimental setup (based on Portage SMT system) (2)06:54
Experimental setup (based on Portage SMT system) (3)07:46
Adaptive decoding - basic definitions (1)08:12
Adaptive decoding - basic definitions (2)09:23
Adaptive decoding - basic algorithmic framework11:07
Cost-sensitive margin condition11:56
Update of parameters13:12
Theoretical guarantees14:23
Performance measure (1)15:14
Performance measure (2)16:02
Experimental setup17:04
Caveat17:43
Weight adaptation19:03
Oracolar phrasetable adaptation (1)20:16
Oracolar phrasetable adaptation (2)21:11
Weight adaptation + PT adaptation22:30
Significance analysis23:08
Weight adaptation - 5 runs23:49
Weight adaptation + PT adaptation - 5 runs24:15
Open issues26:23