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			</style>[an error occurred while processing this directive]<div class="content-width"><ol class="breadcrumb text-uppercase"><li><a href="/">Home</a></li><li><a href="/research/">Research</a></li><li><a href="/research/ai_ml/">Artificial Intelligence and Machine Learning</a></li><li><a href="/research/ai_ml/activities.html">activities</a></li><li><a href="/activities/compdistmeaning/">Compositional Distributional Models of Meaning</a></li><li class="active">Publications</li></ol></div><!-- MOBILE NAVIGATION --><div class="content-width space-below mobile-menu-placeholder visible-xs visible-sm"></div><!-- COLUMNS --><div class="container-fluid content-width"><div class="row"><div class="col-xs-12 col-md-9 col-md-push-3" id="maincontent"><!-- CONTENT (Column 2) --><div class="page-title"><h1>Compositional Distributional Models of Meaning: Publications
</h1></div><div role="toolbar" class="btn-toolbar"><div class="btn-group"><a href="/activities/publications/date/compdistmeaning.html" aria-hidden="true" type="button" class="btn btn-oxford-blue"><span class="glyphicon glyphicon-sort-by-attributes"></span> By date</a><a href="/activities/publications/title/compdistmeaning.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-sort-by-attributes"></span> By title</a><a href="/activities/publications/type/compdistmeaning.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-sort-by-attributes"></span> By type</a><a href="/activities/publications/bibtex/compdistmeaning.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-file"></span> BibTex</a></div></div><ul class="list-unbulleted list-unbulleted-spaced"><li>
	
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	<p class="publicationTitle"> <strong>
            A Convolutional Neural Network for Modelling Sentences </strong> </p>
	    <p class="publicationAuthors"> <em> Nal Kalchbrenner&#x201a; Edward Grefenstette and Phil Blunsom  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics</em>.
        June,
            2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication8536-abstract.html">
			Details <span class="sr-only" > about <em> A Convolutional Neural Network for Modelling Sentences  </em></span> </a> |
			<a href="/publications/publication8536.bib">
			BibTeX  <span class="sr-only" > data for <em> A Convolutional Neural Network for Modelling Sentences  </em></span>   </a>
			
			
					| <a href="http://goo.gl/EsQCuC"> Link <span class="sr-only" > to <em> A Convolutional Neural Network for Modelling Sentences  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            A Study of Entanglement in a Categorical Framework of Natural Language </strong> </p>
	    <p class="publicationAuthors"> <em> Dimitri Kartsaklis and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 11th Workshop on Quantum Physics and Logic (QPL)</em>.
        Kyoto&#x201a; Japan.
        June,
            2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication8684-abstract.html">
			Details <span class="sr-only" > about <em> A Study of Entanglement in a Categorical Framework of Natural Language  </em></span> </a> |
			<a href="/publications/publication8684.bib">
			BibTeX  <span class="sr-only" > data for <em> A Study of Entanglement in a Categorical Framework of Natural Language  </em></span>   </a>
			
			

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	<p class="publicationTitle"> <strong>
            Resolving Lexical Ambiguity in Tensor Regression Models of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Dimitri Kartsaklis&#x201a; Nal Kalchbrenner and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Vol. 2: Short Papers)</em>.
        
                Pages 212&#x2013;217.
            Baltimore&#x201a; USA.
        June,
            2014.
        Association for Computational Linguistics.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication8645-abstract.html">
			Details <span class="sr-only" > about <em> Resolving Lexical Ambiguity in Tensor Regression Models of Meaning  </em></span> </a> |
			<a href="/publications/publication8645.bib">
			BibTeX  <span class="sr-only" > data for <em> Resolving Lexical Ambiguity in Tensor Regression Models of Meaning  </em></span>   </a>
			
			

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	<p class="publicationTitle"> <strong>
            Compositional Operators in Distributional Semantics </strong> </p>
	    <p class="publicationAuthors"> <em> Dimitri Kartsaklis  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Springer Science Reviews</em>.
        April,
            2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication8434-abstract.html">
			Details <span class="sr-only" > about <em> Compositional Operators in Distributional Semantics  </em></span> </a> |
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			BibTeX  <span class="sr-only" > data for <em> Compositional Operators in Distributional Semantics  </em></span>   </a>
			
			

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				     | <a
		href="http://dx.doi.org/10.1007/s40362-014-0017-z">
		DOI (10.1007/s40362-014-0017-z)
		</a> 
		
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	<p class="publicationTitle"> <strong>
            Investigating the Role or Prior Disambiguation in Deep&#x2212;Learning Compositional Models of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Jianpeng Cheng&#x201a; Dimitri Kartsaklis and Edward Grefenstette  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Learning Semantics workshop&#x201a; NIPS 2014</em>.
        Montreal&#x201a; Canada.
        December,
            2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication9034-abstract.html">
			Details <span class="sr-only" > about <em> Investigating the Role or Prior Disambiguation in Deep&#x2212;Learning Compositional Models of Meaning  </em></span> </a> |
			<a href="/publications/publication9034.bib">
			BibTeX  <span class="sr-only" > data for <em> Investigating the Role or Prior Disambiguation in Deep&#x2212;Learning Compositional Models of Meaning  </em></span>   </a>
			
			
					| <a href="http://arxiv.org/pdf/1411.4116v1.pdf"> Download (pdf)  <span class="sr-only" > of <em> Investigating the Role or Prior Disambiguation in Deep&#x2212;Learning Compositional Models of Meaning  </em></span>   </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Evaluating Neural Word Representations in Tensor&#x2212;Based Compositional Settings </strong> </p>
	    <p class="publicationAuthors"> <em> Dmitrijs Milajevs&#x201a; Dimitri Kartsaklis&#x201a; Mehrnoosh Sadrzadeh and Matthew Purver  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP)</em>.
        Doha&#x201a; Qatar.
        October,
            2014.
        Association for Computational Linguistics.
        </p>
	
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            		href="/publications/publication8872-abstract.html">
			Details <span class="sr-only" > about <em> Evaluating Neural Word Representations in Tensor&#x2212;Based Compositional Settings  </em></span> </a> |
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					| <a href="http://arxiv.org/pdf/1408.6179v1.pdf"> Download (pdf)  <span class="sr-only" > of <em> Evaluating Neural Word Representations in Tensor&#x2212;Based Compositional Settings  </em></span>   </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Concrete Models and Empirical Evaluations for the Categorical Compositional Distributional Model of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Edward Grefenstette and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Computational Linguistics</em>.
        2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication8593-abstract.html">
			Details <span class="sr-only" > about <em> Concrete Models and Empirical Evaluations for the Categorical Compositional Distributional Model of Meaning  </em></span> </a> |
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	<p class="publicationTitle"> <strong>
            A Type&#x2212;Driven Tensor&#x2212;Based Semantics for CCG </strong> </p>
	    <p class="publicationAuthors"> <em> Jean Maillard&#x201a; Stephen Clark and Edward Grefenstette  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>EACL 2014 Type Theory and Natural Language Semantics Workshop</em>.
        2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication8483-abstract.html">
			Details <span class="sr-only" > about <em> A Type&#x2212;Driven Tensor&#x2212;Based Semantics for CCG  </em></span> </a> |
			<a href="/publications/publication8483.bib">
			BibTeX  <span class="sr-only" > data for <em> A Type&#x2212;Driven Tensor&#x2212;Based Semantics for CCG  </em></span>   </a>
			
			
					| <a href="http://goo.gl/JTEKLR"> Link <span class="sr-only" > to <em> A Type&#x2212;Driven Tensor&#x2212;Based Semantics for CCG  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            "Not not bad" is not "bad": A distributional account of negation </strong> </p>
	    <p class="publicationAuthors"> <em> Karl Moritz Hermann&#x201a; Edward Grefenstette and Phil Blunsom  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the 2013 Workshop on Continuous Vector Space Models and their Compositionality</em>.
        August,
            2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6891-abstract.html">
			Details <span class="sr-only" > about <em> "Not not bad" is not "bad": A distributional account of negation  </em></span> </a> |
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			BibTeX  <span class="sr-only" > data for <em> "Not not bad" is not "bad": A distributional account of negation  </em></span>   </a>
			
			
					| <a href="http://arxiv.org/abs/1306.2158"> Link <span class="sr-only" > to <em> "Not not bad" is not "bad": A distributional account of negation  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Separating Disambiguation from Composition in Distributional Semantics </strong> </p>
	    <p class="publicationAuthors"> <em> Dimitri Kartsaklis&#x201a; Mehrnoosh Sadrzadeh and Stephen Pulman  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of 17th Conference on Natural Language Learning (CoNLL)</em>.
        
                Pages 114&#x2212;123.
            Sofia&#x201a; Bulgaria.
        August,
            2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6915-abstract.html">
			Details <span class="sr-only" > about <em> Separating Disambiguation from Composition in Distributional Semantics  </em></span> </a> |
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			BibTeX  <span class="sr-only" > data for <em> Separating Disambiguation from Composition in Distributional Semantics  </em></span>   </a>
			
			

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	<p class="publicationTitle"> <strong>
            Category&#x2212;Theoretic Quantitative Compositional Distributional Models of Natural Language Semantics </strong> </p>
	    <p class="publicationAuthors"> <em> Edward Grefenstette  </em> </p>
	
	<p class="publicationDetails">  PhD Thesis June,
            2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication7547-abstract.html">
			Details <span class="sr-only" > about <em> Category&#x2212;Theoretic Quantitative Compositional Distributional Models of Natural Language Semantics  </em></span> </a> |
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			BibTeX  <span class="sr-only" > data for <em> Category&#x2212;Theoretic Quantitative Compositional Distributional Models of Natural Language Semantics  </em></span>   </a>
			
			
					| <a href="http://arxiv.org/abs/1311.1539"> Link <span class="sr-only" > to <em> Category&#x2212;Theoretic Quantitative Compositional Distributional Models of Natural Language Semantics  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Quantum Physics and Linguistics: A Compositional&#x201a; Diagrammatic Discourse </strong> </p>
	    <p class="publicationAuthors"> <em> Chris Heunen&#x201a; Mehrnoosh Sadrzadeh and Edward Grefenstette, editors  </em> </p>
	
	<p class="publicationDetails"> Oxford University Press.
        February,
            2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6488-abstract.html">
			Details <span class="sr-only" > about <em> Quantum Physics and Linguistics: A Compositional&#x201a; Diagrammatic Discourse  </em></span> </a> |
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			BibTeX  <span class="sr-only" > data for <em> Quantum Physics and Linguistics: A Compositional&#x201a; Diagrammatic Discourse  </em></span>   </a>
			
			
					| <a href="http://ukcatalogue.oup.com/product/9780199646296.do#.UPAFH4mLLqp"> Link <span class="sr-only" > to <em> Quantum Physics and Linguistics: A Compositional&#x201a; Diagrammatic Discourse  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Recurrent Continuous Translation Models </strong> </p>
	    <p class="publicationAuthors"> <em> Nal Kalchbrenner and Phil Blunsom  </em> </p>
	
	<p class="publicationDetails"> Seattle.
        October,
            2013.
        Association for Computational Linguistics.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication7058-abstract.html">
			Details <span class="sr-only" > about <em> Recurrent Continuous Translation Models  </em></span> </a> |
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			BibTeX  <span class="sr-only" > data for <em> Recurrent Continuous Translation Models  </em></span>   </a>
			
			
		
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	<p class="publicationTitle"> <strong>
            Prior Disambiguation of Word Tensors for Constructing Sentence Vectors </strong> </p>
	    <p class="publicationAuthors"> <em> Dimitri Kartsaklis and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing (EMNLP)</em>.
        Seattle&#x201a; USA.
        October,
            2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication7062-abstract.html">
			Details <span class="sr-only" > about <em> Prior Disambiguation of Word Tensors for Constructing Sentence Vectors  </em></span> </a> |
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	<p class="publicationTitle"> <strong>
            Reasoning about Meaning in Natural Language with Compact Closed Categories and Frobenius Algebras </strong> </p>
	    <p class="publicationAuthors"> <em> Dimitri Kartsaklis&#x201a; Mehrnoosh Sadrzadeh&#x201a; Stephen Pulman and Bob Coecke  </em> </p>
	
	<p class="publicationDetails"> 
            In A. Chubb J. Eskandarian and V. Harizanov, editors,
             
            <em>
            Logic and Algebraic Structures in Quantum Computing and Information</em>.
        Cambridge University Press.
        2013.
        </p> <p
            class="publicationNote"> To appear</p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6598-abstract.html">
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		>
			
	
	<p class="publicationTitle"> <strong>
            Recurrent Convolutional Neural Networks for Discourse Compositionality </strong> </p>
	    <p class="publicationAuthors"> <em> Nal Kalchbrenner and Phil Blunsom  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the 2013 Workshop on Continuous Vector Space Models and their Compositionality</em>.
        2013.
        </p>
	
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	<p class="publicationTitle"> <strong>
            Towards a Formal Distributional Semantics: Simulating Logical Calculi with Tensors </strong> </p>
	    <p class="publicationAuthors"> <em> Edward Grefenstette  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the Second Joint Conference on Lexical and Computational Semantics</em>.
        2013.
        </p>
	
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	<p class="publicationTitle"> <strong>
            Lambek vs. Lambek: Functorial Vector Space Semantics and String Diagrams for Lambek Calculus </strong> </p>
	    <p class="publicationAuthors"> <em> Bob Coecke&#x201a; Edward Grefenstette and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Annals of Pure and Applied Logic</em>.
        2013.
        </p>
	
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				[19] 
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	<p class="publicationTitle"> <strong>
            Multi&#x2212;Step Regression Learning for Compositional Distributional Semantics </strong> </p>
	    <p class="publicationAuthors"> <em> Edward Grefenstette&#x201a; Georgiana Dinu&#x201a; Yao&#x2212;Zhong Zhang&#x201a; Mehrnoosh Sadrzadeh and Marco Baroni  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the 10th International Conference on Computational Semantics (IWCS 2013)</em>.
        2013.
        </p>
	
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				[20] 
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	<p class="publicationTitle"> <strong>
            A Unified Sentence Space for Categorical Distributional&#x2212;Compositional Semantics: Theory and Experiments </strong> </p>
	    <p class="publicationAuthors"> <em> Dimitri Kartsaklis&#x201a; Mehrnoosh Sadrzadeh and Stephen Pulman  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of 24th International Conference on Computational Linguistics (COLING): Posters</em>.
        
                Pages 549&#x2212;558.
            Mumbai&#x201a; India.
        December,
            2012.
        </p>
	
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	<p class="publicationTitle"> <strong>
            Experimental Support for a Categorical Compositional Distributional Model of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Edward Grefenstette and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing</em>.
        2011.
        </p>
	
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	<p class="publicationTitle"> <strong>
            Experimenting with Transitive Verbs in a DisCoCat </strong> </p>
	    <p class="publicationAuthors"> <em> Edward Grefenstette and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics</em>.
        2011.
        </p>
	
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		>
			
	
	<p class="publicationTitle"> <strong>
            A Compositional Distributional Semantics&#x201a; Two Concrete Constructions&#x201a; and some Experimental Evaluations </strong> </p>
	    <p class="publicationAuthors"> <em> Mehrnoosh Sadrzadeh and Edward Grefenstette  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Lecture Notes in Computer Science</em>.
        
            Vol. 7052.
        
                Pages 35&#x2013;47.
            2011.
        </p>
	
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	<p class="publicationTitle"> <strong>
            Concrete Sentence Spaces for Compositional Distributional Models of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Edward Grefenstette&#x201a; Mehrnoosh Sadrzadeh&#x201a; Stephen Clark&#x201a; Bob Coecke and Stephen Pulman  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the 9th International Conference on Computational Semantics (IWCS11)</em>.
        
                Pages 125&#x2013;134.
            2011.
        </p>
	
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		>
			
	
	<p class="publicationTitle"> <strong>
            Mathematical Foundations for a Compositional Distributed Model of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Stephen Clark&#x201a; Bob Coecke and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Linguistic Analysis</em>.
        
            Vol. 36.
        
            No. 1&#x2212;4.
        
                Pages 345&#x2013;384.
            2011.
        </p>
	
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			class="col-xs-11"
		>
			
	
	<p class="publicationTitle"> <strong>
            A Compositional Distributional Model of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Stephen Clark&#x201a; Bob Coecke and Mehrnoosh Sadrzadeh  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the Second Symposium on Quantum Interaction (QI&#x2212;2008)</em>.
        
                Pages 133&#x2013;140.
            2008.
        </p>
	
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		>
			
	
	<p class="publicationTitle"> <strong>
            Combining Symbolic and Distributional Models of Meaning </strong> </p>
	    <p class="publicationAuthors"> <em> Stephen Clark and Stephen Pulman  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Proceedings of the AAAI Spring Symposium on Quantum Interaction</em>.
        
                Pages 52&#x2013;55.
            2007.
        </p>
	
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