Difference between revisions of "Class Meeting for 10-710 11-01-2011"
From Cohen Courses
Jump to navigationJump to searchLine 19: | Line 19: | ||
* [http://www.ark.cs.cmu.edu/LS2/images/f/fd/KleinManning02.pdf A generative constituent-context model for improved grammar induction], Klein and Manning, 2002 | * [http://www.ark.cs.cmu.edu/LS2/images/f/fd/KleinManning02.pdf A generative constituent-context model for improved grammar induction], Klein and Manning, 2002 | ||
* [http://www.cs.berkeley.edu/~klein/papers/acl04-factored_induction.pdf Corpus-based induction of syntactic structure: models of dependency and constituency], Klein and Manning 2004 | * [http://www.cs.berkeley.edu/~klein/papers/acl04-factored_induction.pdf Corpus-based induction of syntactic structure: models of dependency and constituency], Klein and Manning 2004 | ||
+ | * [http://acl.ldc.upenn.edu/P/P04/P04-1062.pdf Annealing techniques for unsupervised statistical language learning], Smith and Eisner, 2004 | ||
* [http://aclweb.org/anthology-new/P/P06/P06-1072.pdf Annealing structural bias in multilingual weighted grammar induction], Smith and Eisner, 2006 | * [http://aclweb.org/anthology-new/P/P06/P06-1072.pdf Annealing structural bias in multilingual weighted grammar induction], Smith and Eisner, 2006 | ||
Revision as of 11:42, 31 October 2011
This is one of the class meetings on the schedule for the course Structured Prediction 10-710 in Fall 2011.
Contents
Unsupervised Grammar Induction
Required Readings
Optional Readings
- Inside-outside reestimation from partially-bracketed corpora, Pereira and Schabes, 1992
- Tagging English text with a probabilistic model, Merialdo, CL, 1994
- Does Baum-Welch re-estimation help taggers?, Elworthy, 1994
- Bayesian learning of probabilistic language models, Stolcke's 1994 thesis at Berkeley (not Bayesian in today's sense!)
- Bayesian grammar induction for language modeling, Chen 1995 (not Bayesian in today's sense!)
- Linguistic structure as composition and perturbation, de Marcken, 1996
- A generative constituent-context model for improved grammar induction, Klein and Manning, 2002
- Corpus-based induction of syntactic structure: models of dependency and constituency, Klein and Manning 2004
- Annealing techniques for unsupervised statistical language learning, Smith and Eisner, 2004
- Annealing structural bias in multilingual weighted grammar induction, Smith and Eisner, 2006
Background Readings
- The estimation of stochastic context-free grammars using the inside-outside algorithm, Lari and Young, 1990
Classic papers on learning grammars:
- Language identification in the limit, Gold, Information and Control, 1967
- A study of grammatical inference, Horning's 1969 thesis at Stanford