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A Statistical NLG Framework for Aggregated Planning and Realization

Published on Oct 02, 20132530 Views

We present a hybrid natural language generation (NLG) system that consolidates macro and micro planning and surface realization tasks into one statistical learning process. Our novel approach is based

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Chapter list

A Statistical NLG Framework for Aggregated Planning and Realization00:00
Overview00:02
Nlg system architecture01:18
Background02:26
NLG Framework03:58
Creating template banks05:35
Collection of corpus statistics06:11
Features for ranking svm06:25
Ranking06:57
Data08:10
Evaluations09:46
Automatic Evaluations – Syntactic Variability10:50
Automatic evaluations – Bleu-4 & meteor11:39
Automatic Metrics12:41
Non-expert crowdsource evaluation13:24
Sentence Preferences13:57
Sentence Preferences - Weather14:36
Sentence Preferences - Biography15:16
Text Understandbility16:16
Text Understandbility - Fluent Ratings16:31
Expert biography evaluation17:13
Conclusions and discussion18:20
Questions19:08