nlp:unsupervised_methods

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Table of Contents

Unsupervised Methods

Unsupervised Methods

General Methods

EM
Density estimation, direct maximization of p(x)
Smith & Eisner 2006 - Contrastive Estimation: Training Log-Linear Models on Unlabeled Data

Syntactic Parsing

Overviews

Papers

Klein & Manning 2001 - Corpus-Based Induction of Syntactic Structure: Models of Dependency and Constituency Dependency Model with Valence (DMV). What made Dan Klein famous
Noah Smith 2006 - Novel Estimation Methods for Unsupervised Discovery of Latent Structure in Natural Language Text What made Noah Smith famous
Cohen & Smith 2009 - Shared Logistic Normal Distributions for Soft Parameter Tying in Unsupervised Grammar Induction What made Shay Cohen famous
Drozdov et al 2019 - Unsupervised Latent Tree Induction with Deep Inside-Outside Recursive Autoencoders
Gupta et al 2020 - Clustering Contextualized Representations of Text for Unsupervised Syntax Induction

Grammar Learning

Chaudhary et al 2020 - Automatic Extraction of Rules Governing Morphological Agreement

Image or Video-Aided

Zhang et al 2021 - Video-aided Unsupervised Grammar Induction (Best paper at NAACL 2021)

Morphological Analysis

POS Induction

Other Unsupervised Tasks

Chambers & Jurafsky 2008 - Unsupervised Learning of Narrative Event Chains

nlp/unsupervised_methods.1638222318.txt.gz · Last modified: 2023/06/15 07:36 (external edit)