Evaluating text categorization
HLT '91 Proceedings of the workshop on Speech and Natural Language
The disambiguation of nominalizations
Computational Linguistics
Automatic acquisition of hyponyms from large text corpora
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
The descent of hierarchy, and selection in relational semantics
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Corpus-based Learning of Analogies and Semantic Relations
Machine Learning
A semantic approach to recognizing textual entailment
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Models for the semantic classification of noun phrases
CLS '04 Proceedings of the HLT-NAACL Workshop on Computational Lexical Semantics
Learning noun-modifier semantic relations with corpus-based and WordNet-based features
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
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
On the time-dependent occupancy distribution of the g/g/1 queuing system
Probability in the Engineering and Informational Sciences
Learning semantic links from a corpus of parallel temporal and causal relations
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Semantic types of some generic relation arguments: detection and evaluation
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Acquisition of a New Type of Lexical-Semantic Relation from German Corpora
Proceedings of the 2008 conference on New Trends in Multimedia and Network Information Systems
Static relations: a piece in the biomedical information extraction puzzle
BioNLP '09 Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing
Discovery and evaluation of non-taxonomic relations in domain ontologies
International Journal of Metadata, Semantics and Ontologies
A concept-centered approach to noun-compound interpretation
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Semantic classification with distributional kernels
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A uniform approach to analogies, synonyms, antonyms, and associations
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Using lexical and relational similarity to classify semantic relations
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Automatic semantic relation extraction with multiple boundary generation
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Decoding wikipedia categories for knowledge acquisition
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
The role of implicit argumentation in nominal SRL
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Semantic classification with WordNet kernels
NAACL-Short '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers
CMU-AT: semantic distance and background knowledge for identifying semantic relations
SemEval '07 Proceedings of the 4th International Workshop on Semantic Evaluations
LCC-SRN: LCC's SRN system for SemEval 2007 task 4
SemEval '07 Proceedings of the 4th International Workshop on Semantic Evaluations
SemEval '07 Proceedings of the 4th International Workshop on Semantic Evaluations
UTD-HLT-CG: semantic architecture for metonymy resolution and classification of nominal relations
SemEval '07 Proceedings of the 4th International Workshop on Semantic Evaluations
SemEval-2010 task 8: multi-way classification of semantic relations between pairs of nominals
DEW '09 Proceedings of the Workshop on Semantic Evaluations: Recent Achievements and Future Directions
The latent relation mapping engine: algorithm and experiments
Journal of Artificial Intelligence Research
Acquiring applicable common sense knowledge from the Web
UMSLLS '09 Proceedings of the Workshop on Unsupervised and Minimally Supervised Learning of Lexical Semantics
Bilingual co-training for monolingual hyponymy-relation acquisition
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
Automatic identification of semantic relations in Italian complex nominals
IWCS-8 '09 Proceedings of the Eighth International Conference on Computational Semantics
One distributional memory, many semantic spaces
GEMS '09 Proceedings of the Workshop on Geometrical Models of Natural Language Semantics
Refining non-taxonomic relation labels with external structured data to support ontology learning
Data & Knowledge Engineering
A knowledge-rich approach to identifying semantic relations between nominals
Information Processing and Management: an International Journal
FBK_NK: A WordNet-based system for multi-way classification of semantic relations
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
ISTI@SemEval-2 task #8: Boosting-based multiway relation classification
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
ISI: Automatic classification of relations between nominals using a maximum entropy classifier
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
Integration of static relations to enhance event extraction from text
BioNLP '10 Proceedings of the 2010 Workshop on Biomedical Natural Language Processing
Automatic discovery of manner relations and its applications
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Automated translation of semantic relationships
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Using local alignments for relation recognition
Journal of Artificial Intelligence Research
Composition of semantic relations: model and applications
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Distributional memory: A general framework for corpus-based semantics
Computational Linguistics
Unsupervised learning of semantic relation composition
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
A model for composing semantic relations
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Towards semi-automatic methods for improving WordNet
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Large-scale noun compound interpretation using bootstrapping and the web as a corpus
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
SemEval-2012 task 2: measuring degrees of relational similarity
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
Cause-effect relation learning
TextGraphs-7 '12 Workshop Proceedings of TextGraphs-7 on Graph-based Methods for Natural Language Processing
Granular Causality Applications: Using Part-of Relations for Discovering Causality
International Journal of Cognitive Informatics and Natural Intelligence
Granular Causality Applications: Using Part-of Relations for Discovering Causality
International Journal of Cognitive Informatics and Natural Intelligence
Automatic index creation to support authors to find the word they are looking for
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Word sense and semantic relations in noun compounds
ACM Transactions on Speech and Language Processing (TSLP) - Special issue on multiword expressions: From theory to practice and use, part 2
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
Composition of semantic relations: Theoretical framework and case study
ACM Transactions on Speech and Language Processing (TSLP)
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The NLP community has shown a renewed interest in deeper semantic analyses, among them automatic recognition of relations between pairs of words in a text. We present an evaluation task designed to provide a framework for comparing different approaches to classifying semantic relations between nominals in a sentence. This is part of SemEval, the 4th edition of the semantic evaluation event previously known as SensEval. We define the task, describe the training/test data and their creation, list the participating systems and discuss their results. There were 14 teams who submitted 15 systems.