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Talk to me in plain English, please! Explorations in Data-driven Text Simplification
Published on 2011-09-126572 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
Presentation
Talk to me in plain English please! Explorations in Data-driven Text Simplification00:00
Kristian Woodsend04:13:00
The Challenge (1)06:34:40
The Challenge (2)32:30:53
The Challenge (3)35:55:46
Two Owl Tales (1)45:53:25
Two Owl Tales (2)65:46:23
Two Owl Tales (3)71:01:38
Two Owl Tales (4)73:37:47
Two Owl Tales (5)78:37:54
More Examples (1)86:07:59
More Examples (2)89:23:22
More Examples (3)96:37:33
More Examples (4)103:13:38
More Examples (5)117:28:06
More Examples (6)126:57:02
The Simplification Task (1)132:20:28
Why simplify? (1)151:34:57
Why simplify? (2)195:09:37
Why simplify? (3)206:10:51
Why simplify? (4)229:05:12
Previous work246:54:52
This work275:44:17
How to Simplify? (1)304:53:53
How to Simplify? (2)322:59:38
How to Simplify? (3)326:36:28
How to Simplify? (4)338:16:10
Overview of the model (1)366:00:05
Overview of the model (2)405:46:24
Part I: Learning Simplification Paraphrases406:30:04
Synchronous Grammars (1)407:07:57
Synchronous Grammars (2)419:38:34
Example (1)433:55:26
Example (2)434:24:45
Example (3)438:23:54
Example (4)440:25:33
Example (5)443:59:37
Example (6)448:27:26
Example (7)451:14:56
Example (8)453:20:12
Example (9)454:03:13
Example (10)460:29:41
Example (11)461:07:25
Example (12)469:36:37
Example (13)475:02:53
Example (14)478:31:58
Overview of the Model485:50:23
Part II: A Brief Introduction into ILP497:33:47
What is Integer Linear Programming?498:41:07
Linear Programming: Telfa Example520:27:22
Telfa Example: LP Model (1)535:15:47
Telfa Example: LP Model (2)538:22:11
Telfa Example: LP Model (3)542:51:36
Solving LP Models (1)549:21:57
Solving LP Models (2)561:54:32
Solving LP Models (3)565:21:22
Solving LP Models (4)565:57:45
Solving LP Models (5)566:39:35
Solving LP Models (6)569:32:53
Solving LP Models (7)572:45:05
Solving LP Models (8)577:58:17
Solving LP Models (9)589:06:44
Solving LP Models (10)598:33:30
Integer Linear Programming (1)599:50:40
Integer Linear Programming (2)603:05:53
Integer Linear Programming (3)604:57:38
Solving ILP Models (1)607:01:28
Solving ILP Models (2)609:16:55
Solving ILP Models (3)612:58:18
Solving ILP Models (4)616:45:30
Part III: Learning to Simplify Sentences624:54:52
ILP for Sentence Simplification (1)625:16:41
ILP for Sentence Simplification (2)635:25:12
ILP for Sentence Simplification (3)638:14:07
ILP for Sentence Simplification (4)643:25:47
ILP for Sentence Simplification (5)645:35:25
ILP for Sentence Simplification (6)647:39:12
ILP for Sentence Simplification (7)653:03:15
Objective of the Model (1)654:00:30
Objective of the Model (2)656:23:12
Objective of the Model (3)657:36:02
Objective of the Model (4)668:03:38
Objective of the Model (5)671:21:40
Experimental Setup680:11:51
System Readability708:43:07
Readability and accuracy measures (1)717:08:46
Readability and accuracy measures (2)719:08:15
Readability and accuracy measures (3)724:00:54
Human Evaluation (1)730:35:37
Human Evaluation (2)744:51:13
Human Evaluation (3)753:07:47
Out-of-domain Simplification: Little Red Riding Hood758:25:21
Part IV: Learning to Simplify Documents791:22:47
ILP for Document Simplification (1)791:37:22
ILP for Document Simplification (2)796:07:47
Example Output: Senegal bushbaby799:37:30
Conclusions813:59:44
Questions841:11:09