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Improving Text Simplification Language Modeling Using Unsimplified Text Data
Published on Oct 02, 20132634 Views
In this paper we examine language modeling for text simplification. Unlike some text-to-text translation tasks, text simplification is a monolingual translation task allowing for text in both the inpu
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Improving Text Simplification Language Modeling Using Unsimplified Text Data00:00
Text simplification00:10
Simpler is better00:44
Text-to-text translation01:05
Data availability - 102:35
Data availability - 203:17
Idea: Just use unsimplified data - 103:30
Idea: Just use unsimplified data - 204:41
Idea: Just use unsimplified data - 304:59
Idea: Just use unsimplified data - 405:14
Big questions05:53
Document Aligned Corpus06:21
Task 1: LM perplexity07:25
First Result08:39
Second Result10:22
Language model adaptation - 111:02
Language model adaptation - 211:42
Task 1 summary12:15
Task 2: Lexical simplification - 112:31
Task 2: Lexical simplification - 213:26
Task 2: Evaluation13:40
Lexical simplification results14:02
Less simple data14:49
Language model adaptation15:20
Why does normal data help? - 116:16
Why does normal data help? - 216:44
Application matters17:43
Conclusions18:27
Open questions19:21