(0) Cover
(1) What is Text?
(2) What is Text?
(3) Content-based Structure
(4) Rhetorical Structure
(5) Analogy with Syntax
(6) Two Approaches to Text Structure
(7) Motivation
(8) Today: Domain-Specific Models
(9) Argumentative Zoning
(10) Argumentative Zoning
(11) Motivation
(12) Approach
(13) Examples
(14) Kappa Statistics
(15) Features
(16) Results
(17) Supervised Content Modeling
(18) Annotated Transcript
(19) Semantic Sequence
(20) Pattern Detection
(21) Example of Learned Pattern
(22) Evaluation
(23) Content Models
(24) Similarity in Domain Texts
(25) Similarity in Domain Texts
(26) Narrative Grammars
(27) Computing Content Model
(28) Model Construction
(29) Initial Topic Induction
(30) From Clusters to States
(31) Estimating Emission Probabilities
(32) Estimating Transition Probabilities
(33) Viterbi re-estimation
(34) Application: Information Ordering
(35) Information Ordering: Algorithm
(36) Application: Summarization
(37) Summarization: Algorithm
(38) Evaluation: Data
(39) Baselines for Ordering
(40) Results: Ordering
(41) Baselines for Summarization
(42) Ordering: Learning Curve
(43) Results: Summarization
(44) Summarization: Learning Curve


Postscript