Information retrieval: data structures and algorithms
Information retrieval: data structures and algorithms
Elements of information theory
Elements of information theory
Class-based n-gram models of natural language
Computational Linguistics
Similarity-Based Models of Word Cooccurrence Probabilities
Machine Learning - Special issue on natural language learning
Information Retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Automatic retrieval and clustering of similar words
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Measures of distributional similarity
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Automatic construction of a hypernym-labeled noun hierarchy from text
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Improvements in automatic thesaurus extraction
ULA '02 Proceedings of the ACL-02 workshop on Unsupervised lexical acquisition - Volume 9
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
An empirical model of multiword expression decomposability
MWE '03 Proceedings of the ACL 2003 workshop on Multiword expressions: analysis, acquisition and treatment - Volume 18
A general framework for distributional similarity
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Identifying synonyms among distributionally similar words
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Schema and ontology matching with COMA++
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Extracting knowledge from evaluative text
Proceedings of the 3rd international conference on Knowledge capture
Co-occurrence Retrieval: A Flexible Framework for Lexical Distributional Similarity
Computational Linguistics
Finding predominant word senses in untagged text
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
The distributional inclusion hypotheses and lexical entailment
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Integrating pattern-based and distributional similarity methods for lexical entailment acquisition
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Discovery of event entailment knowledge from text corpora
Computer Speech and Language
Semantic text similarity using corpus-based word similarity and string similarity
ACM Transactions on Knowledge Discovery from Data (TKDD)
Applications of corpus-based semantic similarity and word segmentation to database schema matching
The VLDB Journal — The International Journal on Very Large Data Bases
A supervised learning approach to automatic synonym identification based on distributional features
HLT-SRWS '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Student Research Workshop
Representing words as regions in vector space
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
Using hidden Markov random fields to combine distributional and pattern-based word clustering
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A local alignment kernel in the context of NLP
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Metric learning for synonym acquisition
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Bootstrapping distributional feature vector quality
Computational Linguistics
Synonym extraction using a semantic distance on a dictionary
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
Directional distributional similarity for lexical expansion
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
Relieving Polysemy Problem for Synonymy Detection
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
Context-theoretic semantics for natural language: an overview
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Using distributional similarity to identify individual verb choice
INLG '06 Proceedings of the Fourth International Natural Language Generation Conference
New experiments in distributional representations of synonymy
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
Discriminative training of clustering functions: theory and experiments with entity identification
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
A graph-theoretic framework for semantic distance
Computational Linguistics
A topological embedding of the lexicon for semantic distance computation
Natural Language Engineering
The S-Space package: an open source package for word space models
ACLDemos '10 Proceedings of the ACL 2010 System Demonstrations
From frequency to meaning: vector space models of semantics
Journal of Artificial Intelligence Research
Incorporating content structure into text analysis applications
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Word sense induction & disambiguation using hierarchical random graphs
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Using local alignments for relation recognition
Journal of Artificial Intelligence Research
Directional distributional similarity for lexical inference
Natural Language Engineering
Synthesizing products for online catalogs
Proceedings of the VLDB Endowment
Journal of Biomedical Informatics
Marco Polo: a system for brand-based shopping and exploration
Proceedings of the 20th ACM international conference on Information and knowledge management
A context-theoretic framework for compositionality in distributional semantics
Computational Linguistics
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Entailment above the word level in distributional semantics
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Identifying hypernyms in distributional semantic spaces
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
Automatic thesaurus construction for cross generation corpus
Journal on Computing and Cultural Heritage (JOCCH)
Distributional phrasal paraphrase generation for statistical machine translation
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
Independent component analysis for near-synonym choice
Decision Support Systems
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This work investigates the variation in a word's distributionally nearest neighbours with respect to the similarity measure used. We identify one type of variation as being the relative frequency of the neighbour words with respect to the frequency of the target word. We then demonstrate a three-way connection between relative frequency of similar words, a concept of distributional gnerality and the semantic relation of hyponymy. Finally, we consider the impact that this has on one application of distributional similarity methods (judging the compositionality of collocations).