NLPExplorer

Painless Unsupervised Learning with Features

Taylor Berg-Kirkpatrick | Alexandre Bouchard-Côté | John DeNero | Dan Klein |

Paper Details:

Month: June
Year: 2010
Location: Los Angeles, California
Venue: NAACL |

Citations

URL

Cross-lingual Transfer of Correlations between Parts of Speech and Gaze Features
Maria Barrett | Frank Keller | Anders Søgaard |

Two Decades of Unsupervised POS Induction: How Far Have We Come?
Christos Christodoulopoulos | Sharon Goldwater | Mark Steedman |

Latent-Descriptor Clustering for Unsupervised POS Induction
Michael Lamar | Yariv Maron | Elie Bienenstock |

Simple Type-Level Unsupervised POS Tagging
Yoong Keok Lee | Aria Haghighi | Regina Barzilay |

Unsupervised Structure Prediction with Non-Parallel Multilingual Guidance
Shay B. Cohen | Dipanjan Das | Noah A. Smith |

A Bayesian Mixture Model for PoS Induction Using Multiple Features
Christos Christodoulopoulos | Sharon Goldwater | Mark Steedman |

Lateen EM: Unsupervised Training with Multiple Objectives, Applied to Dependency Grammar Induction
Valentin I. Spitkovsky | Hiyan Alshawi | Daniel Jurafsky |

Three Dependency-and-Boundary Models for Grammar Induction
Valentin I. Spitkovsky | Hiyan Alshawi | Daniel Jurafsky |

Learning Syntactic Categories Using Paradigmatic Representations of Word Context
Mehmet Ali Yatbaz | Enis Sert | Deniz Yuret |

Probabilistic Finite State Machines for Regression-based MT Evaluation
Mengqiu Wang | Christopher D. Manning |

Wiki-ly Supervised Part-of-Speech Tagging
Shen Li | João Graça | Ben Taskar |

Exploring the Utility of Joint Morphological and Syntactic Learning from Child-directed Speech
Stella Frank | Frank Keller | Sharon Goldwater |

A Log-Linear Model for Unsupervised Text Normalization
Yi Yang | Jacob Eisenstein |

An Unsupervised Model for Instance Level Subcategorization Acquisition
Simon Baker | Roi Reichart | Anna Korhonen |

Weakly-Supervised Learning with Cost-Augmented Contrastive Estimation
Kevin Gimpel | Mohit Bansal |

Improving Word Alignment using Word Similarity
Theerawat Songyot | David Chiang |

Latent-Variable Synchronous CFGs for Hierarchical Translation
Avneesh Saluja | Chris Dyer | Shay B. Cohen |

Using Left-corner Parsing to Encode Universal Structural Constraints in Grammar Induction
Hiroshi Noji | Yusuke Miyao | Mark Johnson |

Semi-Supervised Learning of Sequence Models with Method of Moments
Zita Marinho | André F. T. Martins | Shay B. Cohen | Noah A. Smith |

Unsupervised Neural Dependency Parsing
Yong Jiang | Wenjuan Han | Kewei Tu |

Modified Dirichlet Distribution: Allowing Negative Parameters to Induce Stronger Sparsity
Kewei Tu |

Monolingual Phrase Alignment on Parse Forests
Yuki Arase | Junichi Tsujii |

CRF Autoencoder for Unsupervised Dependency Parsing
Jiong Cai | Yong Jiang | Kewei Tu |

Dependency Grammar Induction with Neural Lexicalization and Big Training Data
Wenjuan Han | Yong Jiang | Kewei Tu |

Combining Generative and Discriminative Approaches to Unsupervised Dependency Parsing via Dual Decomposition
Yong Jiang | Wenjuan Han | Kewei Tu |

Unsupervised Learning of Syntactic Structure with Invertible Neural Projections
Junxian He | Graham Neubig | Taylor Berg-Kirkpatrick |

Cross-Lingual Genre Classification
Philipp Petrenz |

Modelling the Lexicon in Unsupervised Part of Speech Induction
Gregory Dubbin | Phil Blunsom |

Similarity-Driven Semantic Role Induction via Graph Partitioning
Joel Lang | Mirella Lapata |

Feature-Based Decipherment for Machine Translation
Iftekhar Naim | Parker Riley | Daniel Gildea |

Model Selection for Type-Supervised Learning with Application to POS Tagging
Kristina Toutanova | Waleed Ammar | Pallavi Choudhury | Hoifung Poon |

A Hierarchical Dirichlet Process Model for Joint Part-of-Speech and Morphology Induction
Kairit Sirts | Tanel Alumäe |

Concavity and Initialization for Unsupervised Dependency Parsing
Kevin Gimpel | Noah A. Smith |

Unified Expectation Maximization
Rajhans Samdani | Ming-Wei Chang | Dan Roth |

Sign constraints on feature weights improve a joint model of word segmentation and phonology
Mark Johnson | Joe Pater | Robert Staubs | Emmanuel Dupoux |

Grounded Semantic Parsing for Complex Knowledge Extraction
Ankur P. Parikh | Hoifung Poon | Kristina Toutanova |

Unsupervised POS Induction with Word Embeddings
Chu-Cheng Lin | Waleed Ammar | Chris Dyer | Lori Levin |

Simple task-specific bilingual word embeddings
Stephan Gouws | Anders Søgaard |

Probabilistic Models for Learning a Semantic Parser Lexicon
Jayant Krishnamurthy |

Ten Pairs to Tag – Multilingual POS Tagging via Coarse Mapping between Embeddings
Yuan Zhang | David Gaddy | Regina Barzilay | Tommi Jaakkola |

Unsupervised Induction of Linguistic Categories with Records of Reading, Speaking, and Writing
Maria Barrett | Ana Valeria González-Garduño | Lea Frermann | Anders Søgaard |

Unsupervised Part-of-Speech Tagging with Bilingual Graph-Based Projections
Dipanjan Das | Slav Petrov |

Neutralizing Linguistically Problematic Annotations in Unsupervised Dependency Parsing Evaluation
Roy Schwartz | Omri Abend | Roi Reichart | Ari Rappoport |

A Hierarchical Pitman-Yor Process HMM for Unsupervised Part of Speech Induction
Phil Blunsom | Trevor Cohn |

Unsupervised Bilingual Morpheme Segmentation and Alignment with Context-rich Hidden Semi-Markov Models
Jason Naradowsky | Kristina Toutanova |

Why Initialization Matters for IBM Model 1: Multiple Optima and Non-Strict Convexity
Kristina Toutanova | Michel Galley |

Automatic Event Extraction with Structured Preference Modeling
Wei Lu | Dan Roth |

A Feature-Rich Constituent Context Model for Grammar Induction
Dave Golland | John DeNero | Jakob Uszkoreit |

Unsupervised Transcription of Historical Documents
Taylor Berg-Kirkpatrick | Greg Durrett | Dan Klein |

Nonconvex Global Optimization for Latent-Variable Models
Matthew R. Gormley | Jason Eisner |

Grounded Unsupervised Semantic Parsing
Hoifung Poon |

Bilingually-Guided Monolingual Dependency Grammar Induction
Kai Liu | Yajuan Lü | Wenbin Jiang | Qun Liu |

Exact Maximum Inference for the Fertility Hidden Markov Model
Chris Quirk |

POS induction with distributional and morphological information using a distance-dependent Chinese restaurant process
Kairit Sirts | Jacob Eisenstein | Micha Elsner | Sharon Goldwater |

Stochastic Contextual Edit Distance and Probabilistic FSTs
Ryan Cotterell | Nanyun Peng | Jason Eisner |

Language to Code: Learning Semantic Parsers for If-This-Then-That Recipes
Chris Quirk | Raymond Mooney | Michel Galley |

If all you have is a bit of the Bible: Learning POS taggers for truly low-resource languages
Željko Agić | Dirk Hovy | Anders Søgaard |

Extracting token-level signals of syntactic processing from fMRI - with an application to PoS induction
Joachim Bingel | Maria Barrett | Anders Søgaard |

Cross-Lingual Morphological Tagging for Low-Resource Languages
Jan Buys | Jan A. Botha |

Weakly Supervised Part-of-speech Tagging Using Eye-tracking Data
Maria Barrett | Joachim Bingel | Frank Keller | Anders Søgaard |

Hybrid Neural Network Alignment and Lexicon Model in Direct HMM for Statistical Machine Translation
Weiyue Wang | Tamer Alkhouli | Derui Zhu | Hermann Ney |

Automatic Compositor Attribution in the First Folio of Shakespeare
Maria Ryskina | Hannah Alpert-Abrams | Dan Garrette | Taylor Berg-Kirkpatrick |

Orthographic Features for Bilingual Lexicon Induction
Parker Riley | Daniel Gildea |

Unsupervised Dependency Parsing with Acoustic Cues
John K Pate | Sharon Goldwater |

Discrete-State Variational Autoencoders for Joint Discovery and Factorization of Relations
Diego Marcheggiani | Ivan Titov |

Unsupervised Part-Of-Speech Tagging with Anchor Hidden Markov Models
Karl Stratos | Michael Collins | Daniel Hsu |

Joint Prediction of Word Alignment with Alignment Types
Anahita Mansouri Bigvand | Te Bu | Anoop Sarkar |

Do POS Tags Help to Learn Better Morphological Segmentations?
Kairit Sirts | Mark Johnson |

Improving Topic Coherence with Latent Feature Word Representations in MAP Estimation for Topic Modeling
Dat Quoc Nguyen | Kairit Sirts | Mark Johnson |

Punctuation: Making a Point in Unsupervised Dependency Parsing
Valentin I. Spitkovsky | Hiyan Alshawi | Daniel Jurafsky |

Unsupervised Bilingual POS Tagging with Markov Random Fields
Desai Chen | Chris Dyer | Shay Cohen | Noah Smith |

Modeling of Stylistic Variation in Social Media with Stretchy Patterns
Philip Gianfortoni | David Adamson | Carolyn P. Rosé |

Robust Induction of Parts-of-Speech in Child-Directed Language by Co-Clustering of Words and Contexts
Richard E. Leibbrandt | David MW Powers |

A Virtual Manipulative for Learning Log-Linear Models
Francis Ferraro | Jason Eisner |

Weakly-Supervised Bayesian Learning of a CCG Supertagger
Dan Garrette | Chris Dyer | Jason Baldridge | Noah A. Smith |

Simple Semi-Supervised POS Tagging
Karl Stratos | Michael Collins |

Enriching Interlinear Text using Automatically Constructed Annotators
Ryan Georgi | Fei Xia | William Lewis |

Cross-lingual alignment transfer: a chicken-and-egg story?
Lauriane Aufrant | Guillaume Wisniewski | François Yvon |

Syntactic Category Learning as Iterative Prototype-Driven Clustering
Jordan Kodner |

No URLs Found

Field Of Study

Linguistic Trends

Phonology

Task

Tagging Machine Translation Word Segmentation

Approach

Graphical Model Unsupervised Learning

Language

Chinese English

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