An Information-Theoretic Definition of Similarity
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Semi-automatic recognition of noun modifier relationships
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
The descent of hierarchy, and selection in relational semantics
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Web-based models for natural language processing
ACM Transactions on Speech and Language Processing (TSLP)
Corpus-based Learning of Analogies and Semantic Relations
Machine Learning
Expressing implicit semantic relations without supervision
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Interpreting semantic relations in noun compounds via verb semantics
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Measuring semantic similarity by latent relational analysis
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
On the semantics of noun compounds
Computer Speech and Language
Using verbs to characterize noun-noun relations
AIMSA'06 Proceedings of the 12th international conference on Artificial Intelligence: methodology, Systems, and Applications
Noun Compound Interpretation Using Paraphrasing Verbs: Feasibility Study
AIMSA '08 Proceedings of the 13th international conference on Artificial Intelligence: Methodology, Systems, and Applications
Articulating complex information needs using query templates
Journal of Information Science
Discovery and evaluation of non-taxonomic relations in domain ontologies
International Journal of Metadata, Semantics and Ontologies
Semantic classification with distributional kernels
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A knowledge-rich approach to identifying semantic relations between nominals
Information Processing and Management: an International Journal
From frequency to meaning: vector space models of semantics
Journal of Artificial Intelligence Research
Using local alignments for relation recognition
Journal of Artificial Intelligence Research
Domain and function: a dual-space model of semantic relations and compositions
Journal of Artificial Intelligence Research
Semantic interpretation of noun compounds using verbal and other paraphrases
ACM Transactions on Speech and Language Processing (TSLP) - Special issue on multiword expressions: From theory to practice and use, part 2
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The UC Berkeley team participated in the SemEval 2007 Task #4, with an approach that leverages the vast size of the Web in order to build lexically-specific features. The idea is to determine which verbs, prepositions, and conjunctions are used in sentences containing a target word pair, and to compare those to features extracted for other word pairs in order to determine which are most similar. By combining these Web features with words from the sentence context, our team was able to achieve the best results for systems of category C and third best for systems of category A.