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Domain adaptation for subtitles you can take seriously
Published on Jun 23, 20141142 Views
Custom adapting transcription/translation models for specific use with educational videos is one of transLectures’ main lines of research, and is yielding great results.
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Chapter list
Domain Adaptation For Subtitles You Can Take Seriously00:00
Outline00:26
Task Definition01:24
Translectures: Challenges and Opportunities01:54
Automatic Speech Recognition04:37
Statistical Machine Translation06:34
Performance Metrics07:52
Detailed Project Goals09:51
Adaptation of Acoustic Models -110:04
Adaptation of Acoustic Models -210:49
Multilingual Neural Network Adaptation13:12
Languages and Training Data17:20
Results for Acoustic Model Adaptation18:07
Adaptation of Language Models19:45
Results for Language Model Adaptation22:39
Impact of More Data vs. Adaptation23:16
Improvements for Automatic Speech Recognition24:03
Adaptation of Translation Models24:10
Language Pairs and Training Data26:50
Results for Translation Model Adaptation27:15
Improvements for Statistical Machine Translation28:28
Tools for Adaptation28:39
Conclusions29:45
Thank you for your attention!32:01