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Talk to me in plain English, please! Explorations in Data-driven Text Simplification
Published on Sep 12, 20116585 Views
Recent years have witnessed increased interest in data-driven methods for text rewriting, e.g., the problem of reformulating a query to alternative queries, a document in a simpler style, or a sentenc
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Chapter list
Talk to me in plain English please! Explorations in Data-driven Text Simplification00:00
Kristian Woodsend00:15
The Challenge (1)00:23
The Challenge (2)01:57
The Challenge (3)02:09
Two Owl Tales (1)02:45
Two Owl Tales (2)03:56
Two Owl Tales (3)04:15
Two Owl Tales (4)04:25
Two Owl Tales (5)04:43
More Examples (1)05:10
More Examples (2)05:21
More Examples (3)05:47
More Examples (4)06:11
More Examples (5)07:02
More Examples (6)07:37
The Simplification Task (1)07:56
Why simplify? (1)09:05
Why simplify? (2)11:42
Why simplify? (3)12:22
Why simplify? (4)13:44
Previous work14:48
This work16:32
How to Simplify? (1)18:17
How to Simplify? (2)19:22
How to Simplify? (3)19:35
How to Simplify? (4)20:17
Overview of the model (1)21:57
Overview of the model (2)24:20
Part I: Learning Simplification Paraphrases24:23
Synchronous Grammars (1)24:25
Synchronous Grammars (2)25:10
Example (1)26:02
Example (2)26:03
Example (3)26:18
Example (4)26:25
Example (5)26:38
Example (6)26:54
Example (7)27:04
Example (8)27:12
Example (9)27:14
Example (10)27:37
Example (11)27:40
Example (12)28:10
Example (13)28:30
Example (14)28:42
Overview of the Model29:09
Part II: A Brief Introduction into ILP29:51
What is Integer Linear Programming?29:55
Linear Programming: Telfa Example31:13
Telfa Example: LP Model (1)32:06
Telfa Example: LP Model (2)32:18
Telfa Example: LP Model (3)32:34
Solving LP Models (1)32:57
Solving LP Models (2)33:42
Solving LP Models (3)33:55
Solving LP Models (4)33:57
Solving LP Models (5)33:59
Solving LP Models (6)34:10
Solving LP Models (7)34:21
Solving LP Models (8)34:40
Solving LP Models (9)35:20
Solving LP Models (10)35:54
Integer Linear Programming (1)35:59
Integer Linear Programming (2)36:11
Integer Linear Programming (3)36:17
Solving ILP Models (1)36:25
Solving ILP Models (2)36:33
Solving ILP Models (3)36:46
Solving ILP Models (4)37:00
Part III: Learning to Simplify Sentences37:29
ILP for Sentence Simplification (1)37:31
ILP for Sentence Simplification (2)38:07
ILP for Sentence Simplification (3)38:17
ILP for Sentence Simplification (4)38:36
ILP for Sentence Simplification (5)38:44
ILP for Sentence Simplification (6)38:51
ILP for Sentence Simplification (7)39:10
Objective of the Model (1)39:14
Objective of the Model (2)39:22
Objective of the Model (3)39:27
Objective of the Model (4)40:05
Objective of the Model (5)40:16
Experimental Setup40:48
System Readability42:31
Readability and accuracy measures (1)43:01
Readability and accuracy measures (2)43:08
Readability and accuracy measures (3)43:26
Human Evaluation (1)43:50
Human Evaluation (2)44:41
Human Evaluation (3)45:11
Out-of-domain Simplification: Little Red Riding Hood45:30
Part IV: Learning to Simplify Documents47:28
ILP for Document Simplification (1)47:29
ILP for Document Simplification (2)47:46
Example Output: Senegal bushbaby47:58
Conclusions48:50
Questions50:28