Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
A vector space model for automatic indexing
Communications of the ACM
Contextual correlates of synonymy
Communications of the ACM
Placing search in context: the concept revisited
ACM Transactions on Information Systems (TOIS)
Mining the Web for Synonyms: PMI-IR versus LSA on TOEFL
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
Automatic retrieval and clustering of similar words
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
On clusterings: Good, bad and spectral
Journal of the ACM (JACM)
Characterising measures of lexical distributional similarity
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Dependency-Based Construction of Semantic Space Models
Computational Linguistics
Computing semantic relatedness using Wikipedia-based explicit semantic analysis
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
CACLA '07 Proceedings of the Workshop on Cognitive Aspects of Computational Language Acquisition
Journal of Biomedical Informatics
Event detection in blogs using temporal random indexing
eETTs '09 Proceedings of the Workshop on Events in Emerging Text Types
HERMIT: Flexible clustering for the SemEval-2 WSI task
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
From frequency to meaning: vector space models of semantics
Journal of Artificial Intelligence Research
Event detection in blogs using temporal random indexing
eETTs '09 Proceedings of the Workshop on Events in Emerging Text Types
HERMIT: Flexible clustering for the SemEval-2 WSI task
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
Capturing nonlinear structure in word spaces through dimensionality reduction
GEMS '10 Proceedings of the 2010 Workshop on GEometrical Models of Natural Language Semantics
Computing semantic compositionality in distributional semantics
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Word sense induction by community detection
TextGraphs-6 Proceedings of TextGraphs-6: Graph-based Methods for Natural Language Processing
Shared task system description: frustratingly hard compositionality prediction
DiSCo '11 Proceedings of the Workshop on Distributional Semantics and Compositionality
Detecting entity relations as a supporting task for bio-molecular event extraction
BioNLP Shared Task '11 Proceedings of the BioNLP Shared Task 2011 Workshop
Measuring the impact of sense similarity on word sense induction
EMNLP '11 Proceedings of the First Workshop on Unsupervised Learning in NLP
Named entity disambiguation based on explicit semantics
SOFSEM'12 Proceedings of the 38th international conference on Current Trends in Theory and Practice of Computer Science
iSeS: intelligent semantic search framework
Proceedings of the 6th Euro American Conference on Telematics and Information Systems
An evaluation of graded sense disambiguation using word sense induction
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
Modeling coherence in ESOL learner texts
Proceedings of the Seventh Workshop on Building Educational Applications Using NLP
Exploring topic coherence over many models and many topics
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Document-wide decoding for phrase-based statistical machine translation
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
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We present the S-Space Package, an open source framework for developing and evaluating word space algorithms. The package implements well-known word space algorithms, such as LSA, and provides a comprehensive set of matrix utilities and data structures for extending new or existing models. The package also includes word space benchmarks for evaluation. Both algorithms and libraries are designed for high concurrency and scalability. We demonstrate the efficiency of the reference implementations and also provide their results on six benchmarks.