General estimation and evaluation of compositional distributional semantic models

Keywords

Meaning (existential), Computer science, Estimation, Natural language processing, Artificial intelligence

References

• A Comparison of Vector-based Representations for Semantic CompositionWilliam Blacoe, Mirella Lapata — 2012
• The Elements of Statistical Learning: Data Mining, Inference, and PredictionTrevor Hastie, J. Friedman, Robert Tibshirani — 2001
• Experimental Support for a Categorical Compositional Distributional Model of MeaningEdward Grefenstette, Mehrnoosh Sadrzadeh — 2011
• A Unified Sentence Space for Categorical Distributional-Compositional Semantics: Theory and ExperimentsDimitri Kartsaklis, Mehrnoosh Sadrzadeh, Stephen Pulman — 2012
• Vector Space Models of Word Meaning and Phrase Meaning: A SurveyKatrin Erk — 2012
• Nouns are Vectors, Adjectives are Matrices: Representing Adjective-Noun Constructions in Semantic SpaceMarco Baroni, Roberto Zamparelli — 2010
• From Frequency to Meaning: Vector Space Models of SemanticsPeter D. Turney, Patrick Pantel — 2010
• Experimenting with transitive verbs in a DisCoCatEdward Grefenstette, Mehrnoosh Sadrzadeh — 2011
• Semantic Compositionality through Recursive Matrix-Vector SpacesRichard Socher, Brody Huval, Christopher D. Manning — 2012
• A Structured Vector Space Model for Word Meaning in ContextKatrin Erk, Sebastian Padó — 2008
• Matrix computations (3rd ed.)Gene H. Golub, Charles F. Van Loan — 1996
• Composition in Distributional Models of SemanticsJeff Mitchell, Mirella Lapata — 2010
• Estimating Linear Models for Compositional Distributional SemanticsFabio Massimo Zanzotto, Ioannis Korkontzelos, Francesca Fallucchi — 2010
• Dynamic Pooling and Unfolding Recursive Autoencoders for Paraphrase DetectionRichard Socher, Eric Huang, Jeffrey Pennin — 2011
• Contextualizing Semantic Representations Using Syntactically Enriched Vector ModelsStefan Thater, Hagen Fürstenau, Manfred Pinkal — 2010
• Domain and Function: A Dual-Space Model of Semantic Relations and CompositionsP. D. Turney — 2012
• Distributional Memory: A General Framework for Corpus-Based SemanticsMarco Baroni, Alessandro Lenci — 2010
• Algorithms for Non-negative Matrix FactorizationDaniel D. Lee, H. Sebastian Seung — 2000
• Vector-based Models of Semantic CompositionJeff Mitchell, Mirella Lapata — 2008
• The Statistics of Word Cooccur-rences: Word Pairs and CollocationsStefan Evert — 2004

Cited by

• Distributional semantic phrases vs. semantic distributional nonsense: Adjective Modification in Compositional Distributional SemanticsVecchi, Eva Maria — 2013
• Extracting biomedical events from pairs of text entitiesXiao Liu, Antoine Bordes, Yves Grandvalet — 2015
• An Exploration of Embeddings for Generalized PhrasesWenpeng Yin, Hinrich Schütze — 2014
• Semantic Composition and Decomposition: From Recognition to GenerationPeter D. Turney — 2014
• A practical and linguistically-motivated approach to compositional distributional semanticsDenis Paperno, Nghia The Pham, Marco Baroni — 2014
• Dead parrots make bad pets: Exploring modifier effects in noun phrasesGermán Kruszewski, Marco Baroni — 2014
• Studying the Recursive Behaviour of Adjectival Modification with Compositional Distributional SemanticsEva Maria Vecchi, Roberto Zamparelli, Marco Baroni — 2013
• Reverse-engineering Language: A Study on the Semantic Compositionality of German CompoundsCorina Dima — 2015
• Finding The Best Model Among Representative Compositional ModelsMasayasu Muraoka, Sonse Shimaoka, Kazeto Yamamoto — 2014
• A Generalisation of Lexical Functions for Composition in Distributional SemanticsAntoine Bride, Tim Van de Cruys, Nicholas Asher — 2015
• Jointly optimizing word representations for lexical and sentential tasks with the C-PHRASE modelNghia The Pham, Germán Kruszewski, Angeliki Lazaridou — 2015
• Modeling and Learning Semantic Co-Compositionality through Prototype Projections and Neural NetworksMasashi Tsubaki, Kevin Duh, Masashi Shimbo — 2013
• Improving the Lexical Function Composition Model with Pathwise Optimized Elastic-Net RegressionJiming Li, Marco Baroni, Georgiana Dinu — 2014
• How to make words with vectors: Phrase generation in distributional semanticsGeorgiana Dinu, Marco Baroni — 2014
• Appropriately Incorporating Statistical Significance in PMIOm Damani, Shweta Ghonge — 2013
• The mechanism of additive compositionRan Tian, Naoaki Okazaki, Kentaro Inui — 2015
• A Compositional and Interpretable Semantic SpaceAlona Fyshe, Leila Wehbe, Partha Talukdar — 2015
• Spicy Adjectives and Nominal Donkeys: Capturing Semantic Deviance Using Compositionality in Distributional SpacesEva Maria Vecchi, Marco Marelli, Roberto Zamparelli — 2017
• Squibs: When the Whole Is Less Than the Sum of Its Parts: How Composition Affects PMI Values in Distributional Semantic VectorsDenis Paperno, Marco Baroni — 2016
• Phrase generation in distributional semanticsGeorgiana Dinu, Marco Baroni — 2014

Related papers

• Composition in Distributional Models of SemanticsJeff Mitchell, Mirella Lapata — 2010
• Nouns are Vectors, Adjectives are Matrices: Representing Adjective-Noun Constructions in Semantic SpaceMarco Baroni, Roberto Zamparelli — 2010
• Semantic Compositionality through Recursive Matrix-Vector SpacesRichard Socher, Brody Huval, Christopher D. Manning — 2012
• Estimating Linear Models for Compositional Distributional SemanticsFabio Massimo Zanzotto, Ioannis Korkontzelos, Francesca Fallucchi — 2010
• A Regression Model of Adjective-Noun Compositionality in Distributional SemanticsEmiliano Guevara — 2010
• Vector-based Models of Semantic CompositionJeff Mitchell, Mirella Lapata — 2008
• From Frequency to Meaning: Vector Space Models of SemanticsPeter D. Turney, Patrick Pantel — 2010
• A Comparison of Vector-based Representations for Semantic CompositionWilliam Blacoe, Mirella Lapata — 2012
• GloVe: Global Vectors for Word RepresentationJeffrey Pennington, Richard Socher, Christopher D. Manning — 2014
• Domain and function: A dual-space model of semantic relations and compositionsPeter D. Turney — 2012