On the application of syntactic methodologies in automatic text analysis
SIGIR '89 Proceedings of the 12th annual international ACM SIGIR conference on Research and development in information retrieval
Foundations of statistical natural language processing
Foundations of statistical natural language processing
SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
A vector space model for automatic indexing
Communications of the ACM
Contextual correlates of synonymy
Communications of the ACM
Natural Language Information Retrieval
Natural Language Information Retrieval
Explorations in Automatic Thesaurus Discovery
Explorations in Automatic Thesaurus Discovery
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
The syntax-discourse interface: effects of the main-subordinate distinction on attention structure
The syntax-discourse interface: effects of the main-subordinate distinction on attention structure
Information fusion for multidocument summarization: paraphrasing and generation
Information fusion for multidocument summarization: paraphrasing and generation
Accurate methods for the statistics of surprise and coincidence
Computational Linguistics - Special issue on using large corpora: I
Automatic word sense discrimination
Computational Linguistics - Special issue on word sense disambiguation
Evaluating sense disambiguation across diverse parameter spaces
Natural Language Engineering
Parameter optimization for machine-learning of word sense disambiguation
Natural Language Engineering
Discovery of inference rules for question-answering
Natural Language Engineering
Contextual spelling correction using latent semantic analysis
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Automatic retrieval and clustering of similar words
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Word sense disambiguation using Conceptual Density
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 1
Measures of distributional similarity
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Automatic identification of non-compositional phrases
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
LaTaT: language and text analysis tools
HLT '01 Proceedings of the first international conference on Human language technology research
Using syntactic analysis to increase efficiency in visualizing text collections
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Unsupervised methods for developing taxonomies by combining syntactic and statistical information
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Automatic evaluation of students' answers using syntactically enhanced LSA
HLT-NAACL-EDUC '03 Proceedings of the HLT-NAACL 03 workshop on Building educational applications using natural language processing - Volume 2
A statistical approach to the semantics of verb-particles
MWE '03 Proceedings of the ACL 2003 workshop on Multiword expressions: analysis, acquisition and treatment - Volume 18
Detecting a continuum of compositionality in phrasal verbs
MWE '03 Proceedings of the ACL 2003 workshop on Multiword expressions: analysis, acquisition and treatment - Volume 18
A distributional model of semantic context effects in lexical processing
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Finding predominant word senses in untagged text
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Domain-specific sense distributions and predominant sense acquisition
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
GLIMPSE: a tool to search through entire file systems
WTEC'94 Proceedings of the USENIX Winter 1994 Technical Conference on USENIX Winter 1994 Technical Conference
WordNet::Similarity: measuring the relatedness of concepts
HLT-NAACL--Demonstrations '04 Demonstration Papers at HLT-NAACL 2004
LexRank: graph-based lexical centrality as salience in text summarization
Journal of Artificial Intelligence Research
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Extended gloss overlaps as a measure of semantic relatedness
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Automatic thesaurus construction
ACSC '08 Proceedings of the thirty-first Australasian conference on Computer science - Volume 74
Comparing Window and Syntax Based Strategies for Semantic Extraction
PROPOR '08 Proceedings of the 8th international conference on Computational Processing of the Portuguese Language
An Empirical Bayesian Method for Detecting Out of Context Words
TSD '08 Proceedings of the 11th international conference on Text, Speech and Dialogue
Methodological Review: Empirical distributional semantics: Methods and biomedical applications
Journal of Biomedical Informatics
Representing words as regions in vector space
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
Semantic role assignment for event nominalisations by leveraging verbal data
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Predicting strong associations on the basis of corpus data
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
A robust and extensible exemplar-based model of thematic fit
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Semi-supervised Prediction of Protein Interaction Sentences Exploiting Semantically Encoded Metrics
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
A structured vector space model for word meaning in context
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Learning graph walk based similarity measures for parsed text
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Bootstrapping distributional feature vector quality
Computational Linguistics
A study on similarity and relatedness using distributional and WordNet-based approaches
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Combining word sense and usage for modeling frame semantics
STEP '08 Proceedings of the 2008 Conference on Semantics in Text Processing
Terminology mining in social media
Proceedings of the 18th ACM conference on Information and knowledge management
Weakly supervised techniques for domain-independent sentiment classification
Proceedings of the 1st international CIKM workshop on Topic-sentiment analysis for mass opinion
Computational semantics of noun compounds in a semantic space model
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Generalizing over lexical features: selectional preferences for semantic role classification
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
Comparing Different Properties Involved in Word Similarity Extraction
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
Dependency Language Modeling Using KNN and PLSI
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Supporting inferences in semantic space: representing words as regions
IWCS-8 '09 Proceedings of the Eighth International Conference on Computational Semantics
Learning Co-relations of Plausible Verb Arguments with a WSM and a Distributional Thesaurus
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
A Robust Geometric Model for Argument Classification
AI*IA '09: Proceedings of the XIth International Conference of the Italian Association for Artificial Intelligence Reggio Emilia on Emergent Perspectives in Artificial Intelligence
Language models based on semantic composition
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
EEG responds to conceptual stimuli and corpus semantics
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
One distributional memory, many semantic spaces
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Word space models of lexical variation
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Unsupervised classification with dependency based word spaces
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Semantic density analysis: comparing word meaning across time and phonetic space
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Measuring semantic relatedness with vector space models and random walks
TextGraphs-4 Proceedings of the 2009 Workshop on Graph-based Methods for Natural Language Processing
TextGraphs-4 Proceedings of the 2009 Workshop on Graph-based Methods for Natural Language Processing
Improving semantic role classification with Selectional Preferences
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Towards a matrix-based distributional model of meaning
HLT-SRWS '10 Proceedings of the NAACL HLT 2010 Student Research Workshop
Syntactic and semantic factors in processing difficulty: an integrated measure
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Towards open-domain Semantic Role Labeling
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Bilingual sense similarity for statistical machine translation
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Compositional matrix-space models of language
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Contextualizing semantic representations using syntactically enriched vector models
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Event-based hyperspace analogue to language for query expansion
ACLShort '10 Proceedings of the ACL 2010 Conference Short Papers
The S-Space package: an open source package for word space models
ACLDemos '10 Proceedings of the ACL 2010 System Demonstrations
HERMIT: Flexible clustering for the SemEval-2 WSI task
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
Research on Language and Computation
Text relatedness based on a word thesaurus
Journal of Artificial Intelligence Research
From frequency to meaning: vector space models of semantics
Journal of Artificial Intelligence Research
Capturing nonlinear structure in word spaces through dimensionality reduction
GEMS '10 Proceedings of the 2010 Workshop on GEometrical Models of Natural Language Semantics
GEMS '10 Proceedings of the 2010 Workshop on GEometrical Models of Natural Language Semantics
What is word meaning, really?: (and how can distributional models help us describe it?)
GEMS '10 Proceedings of the 2010 Workshop on GEometrical Models of Natural Language Semantics
Measuring distributional similarity in context
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
A mixture model with sharing for lexical semantics
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
A structured vector space model for hidden attribute meaning in adjective-noun phrases
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Estimating linear models for compositional distributional semantics
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
A survey of paraphrasing and textual entailment methods
Journal of Artificial Intelligence Research
The automatic identification of lexical variation between language varieties
Natural Language Engineering
A semantic network approach to measuring relatedness
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Distributional memory: A general framework for corpus-based semantics
Computational Linguistics
A flexible, corpus-driven model of regular and inverse selectional preferences
Computational Linguistics
Combining heterogeneous knowledge resources for improved distributional semantic models
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part I
Latent semantic word sense induction and disambiguation
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Compositional expectation: a purely distributional model of compositional semantics
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Structured composition of semantic vectors
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Composing and updating verb argument expectations: a distributional semantic model
CMCL '11 Proceedings of the 2nd Workshop on Cognitive Modeling and Computational Linguistics
Random indexing distributional semantic models for Croatian language
TSD'11 Proceedings of the 14th international conference on Text, speech and dialogue
Structured learning for semantic role labeling
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
DiSCo '11 Proceedings of the Workshop on Distributional Semantics and Compositionality
Semantic relations in bilingual lexicons
ACM Transactions on Speech and Language Processing (TSLP)
Enhancing clinical concept extraction with distributional semantics
Journal of Biomedical Informatics
Measuring the impact of sense similarity on word sense induction
EMNLP '11 Proceedings of the First Workshop on Unsupervised Learning in NLP
Encoding syntactic dependencies by vector permutation
GEMS '11 Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics
Latent vector weighting for word meaning in context
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Structured lexical similarity via convolution kernels on dependency trees
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Probabilistic models of similarity in syntactic context
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Cross-cutting models of lexical semantics
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Graph-based term weighting for information retrieval
Information Retrieval
Design and compilation of syntactically tagged corpus of japanese statutory sentences
JSAI-isAI'10 Proceedings of the 2010 international conference on New Frontiers in Artificial Intelligence
A quick tour of word sense disambiguation, induction and related approaches
SOFSEM'12 Proceedings of the 38th international conference on Current Trends in Theory and Practice of Computer Science
Feature analysis of Chinese textual entailment system
ROCLING '11 ROCLING 2011 Poster Papers
Distributional models and lexical semantics in convolution kernels
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part I
A graph-based algorithm for inducing lexical taxonomies from scratch
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Word sense induction for novel sense detection
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Taxonomy induction using hierarchical random graphs
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Fundamenta Informaticae - Emergent Computing
Word Activation Forces: Distinctive Statistics Revealing Word Associations
Wireless Personal Communications: An International Journal
Selecting corpus-semantic models for neurolinguistic decoding
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Regular polysemy: a distributional model
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
ICT: a translation based method for cross-lingual textual entailment
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
The CQC algorithm: cycling in graphs to semantically enrich and enhance a bilingual dictionary
Journal of Artificial Intelligence Research
Looking at word meaning: an interactive visualization of semantic vector spaces for Dutch synsets
EACL 2012 Proceedings of the EACL 2012 Joint Workshop of LINGVIS & UNCLH
Modeling covert event retrieval in logical metonymy: probabilistic and distributional accounts
CMCL '12 Proceedings of the 3rd Workshop on Cognitive Modeling and Computational Linguistics
Evaluating unsupervised ensembles when applied to word sense induction
ACL '12 Proceedings of ACL 2012 Student Research Workshop
Distributional techniques for philosophical enquiry
LaTeCH '12 Proceedings of the 6th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities
Computational approaches to sentence completion
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
A challenge set for advancing language modeling
WLM '12 Proceedings of the NAACL-HLT 2012 Workshop: Will We Ever Really Replace the N-gram Model? On the Future of Language Modeling for HLT
Semantic compositionality through recursive matrix-vector spaces
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Graph based similarity measures for synonym extraction from parsed text
TextGraphs-7 '12 Workshop Proceedings of TextGraphs-7 on Graph-based Methods for Natural Language Processing
Proceedings of the 20th ACM international conference on Multimedia
Terminological paraphrase extraction from scientific literature based on predicate argument tuples
Journal of Information Science
Computing text semantic relatedness using the contents and links of a hypertext encyclopedia
Artificial Intelligence
Parallels between machine and brain decoding
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Automatic thesaurus construction for cross generation corpus
Journal on Computing and Cultural Heritage (JOCCH)
Computing Semantic Relatedness Based on Search Result Analysis
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
A model of word similarity based on structural alignment of subject-verb-object triples
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part I
Automatic detection of idiomatic clauses
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part I
An inference-based model of word meaning in context as a paraphrase distribution
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
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Traditionally, vector-based semantic space models use word co-occurrence counts from large corpora to represent lexical meaning. In this article we present a novel framework for constructing semantic spaces that takes syntactic relations into account. We introduce a formalization for this class of models, which allows linguistic knowledge to guide the construction process. We evaluate our framework on a range of tasks relevant for cognitive science and natural language processing: semantic priming, synonymy detection, and word sense disambiguation. In all cases, our framework obtains results that are comparable or superior to the state of the art.