Using WordNet to disambiguate word senses for text retrieval
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic text structuring and summarization
Information Processing and Management: an International Journal - Special issue: methods and tools for the automatic construction of hypertext
Term-weighting approaches in automatic text retrieval
Readings in information retrieval
SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
An Information-Theoretic Definition of Similarity
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Automatic word sense discrimination
Computational Linguistics - Special issue on word sense disambiguation
Discovery of inference rules for question-answering
Natural Language Engineering
Verbs semantics and lexical selection
ACL '94 Proceedings of the 32nd annual meeting on Association for Computational Linguistics
BLEU: a method for automatic evaluation of machine translation
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Why inverse document frequency?
NAACL '01 Proceedings of the second meeting of the North American Chapter of the Association for Computational Linguistics on Language technologies
Automatic evaluation of summaries using N-gram co-occurrence statistics
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Sentence alignment for monolingual comparable corpora
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Finding predominant word senses in untagged text
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Paraphrasing with bilingual parallel corpora
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Unsupervised construction of large paraphrase corpora: exploiting massively parallel news sources
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Automatic evaluation of text coherence: models and representations
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Using measures of semantic relatedness for word sense disambiguation
CICLing'03 Proceedings of the 4th international conference on Computational linguistics and intelligent text processing
The PASCAL recognising textual entailment challenge
MLCW'05 Proceedings of the First international conference on Machine Learning Challenges: evaluating Predictive Uncertainty Visual Object Classification, and Recognizing Textual Entailment
Categorizing and ranking search engine's results by semantic similarity
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Semantic text similarity using corpus-based word similarity and string similarity
ACM Transactions on Knowledge Discovery from Data (TKDD)
Expert Systems with Applications: An International Journal
The Evaluation of Sentence Similarity Measures
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Towards a Novel Association Measure via Web Search Results Mining
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Toward communicating simple sentences using pictorial representations
Machine Translation
An API for measuring the relatedness of words in Wikipedia
ACL '07 Proceedings of the 45th Annual Meeting of the ACL on Interactive Poster and Demonstration Sessions
Using web-search results to measure word-group similarity
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Text-to-text semantic similarity for automatic short answer grading
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Omiotis: A Thesaurus-Based Measure of Text Relatedness
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Knowledge derived from wikipedia for computing semantic relatedness
Journal of Artificial Intelligence Research
Wikipedia-based semantic interpretation for natural language processing
Journal of Artificial Intelligence Research
Computing semantic relatedness using Wikipedia-based explicit semantic analysis
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Automatically selecting answer templates to respond to customer emails
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Answering learners' questions by retrieving question paraphrases from social Q&A sites
EANL '08 Proceedings of the Third Workshop on Innovative Use of NLP for Building Educational Applications
Diagnosing meaning errors in short answers to reading comprehension questions
EANL '08 Proceedings of the Third Workshop on Innovative Use of NLP for Building Educational Applications
Machine learning based semantic inference: experiments and observations at RTE-3
RTE '07 Proceedings of the ACL-PASCAL Workshop on Textual Entailment and Paraphrasing
Analyzing Interactive QA Dialogues Using Logistic Regression Models
AI*IA '09: Proceedings of the XIth International Conference of the Italian Association for Artificial Intelligence Reggio Emilia on Emergent Perspectives in Artificial Intelligence
Part of Speech (POS) Tag Sets Reduction and Analysis Using Rough Set Techniques
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Learning term-weighting functions for similarity measures
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
Random walks for text semantic similarity
TextGraphs-4 Proceedings of the 2009 Workshop on Graph-based Methods for Natural Language Processing
Syntactic impact on sentence similarity measure in archive-based QA system
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Semantic similarity measures for Malay sentences
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
Sentence similarity measurement based on shallow parsing
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
Sentence similarity measure based on events and content words
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
Benchmarking short text semantic similarity
International Journal of Intelligent Information and Database Systems
Syntactic/semantic structures for textual entailment recognition
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
A framework for figurative language detection based on sense differentiation
ACLstudent '10 Proceedings of the ACL 2010 Student Research Workshop
Identification of Sentence-to-Sentence Relations Using a Textual Entailer
Research on Language and Computation
Text relatedness based on a word thesaurus
Journal of Artificial Intelligence Research
Learning the relative usefulness of questions in community QA
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
A utility-driven approach to question ranking in social QA
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Finding top-k similar pairs of objects annotated with terms from an ontology
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
The automatic assessment of free text answers using a modified BLEU algorithm
Computers & Education
Comparative evaluation of ontology-based Automatic Reference Tracking (ART)
International Journal of Networking and Virtual Organisations
Word sense disambiguation-based sentence similarity
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Text mining for automatic image tagging
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
SyMSS: A syntax-based measure for short-text semantic similarity
Data & Knowledge Engineering
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Improving question recommendation by exploiting information need
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Using a Wikipedia-based semantic relatedness measure for document clustering
TextGraphs-6 Proceedings of TextGraphs-6: Graph-based Methods for Natural Language Processing
A semantic analysis approach for assessing professionalism using free-form text entered online
Computers in Human Behavior
Pure high-order word dependence mining via information geometry
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Wordnet based word sense disambiguation
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part II
Using semantic distance to automatically suggest transfer course equivalencies
IUNLPBEA '11 Proceedings of the 6th Workshop on Innovative Use of NLP for Building Educational Applications
Transferring topical knowledge from auxiliary long texts for short text clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
Semi-supervised semantic role labeling via structural alignment
Computational Linguistics
Utilization of ontology in health for archetypes constraint enforcement
ICCSA'10 Proceedings of the 2010 international conference on Computational Science and Its Applications - Volume Part III
GEMS '11 Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics
Structured lexical similarity via convolution kernels on dependency trees
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Computational models for incongruity detection in humour
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Using concept-level random walk model and global inference algorithm for answer summarization
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Decision support for improved service effectiveness using domain aware text mining
Knowledge-Based Systems
Fine-grained topic detection in news search results
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Recognising sentence similarity using similitude and dissimilarity features
International Journal of Advanced Intelligence Paradigms
Learning a concept-based document similarity measure
Journal of the American Society for Information Science and Technology
Enhancement of co-authorship networks with content-similarity information
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
GoRelations: an intuitive query system for DBpedia
JIST'11 Proceedings of the 2011 joint international conference on The Semantic Web
Text similarity using google tri-grams
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Towards efficient similar sentences extraction
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Target word selection in English to Persian translation using unsupervised approach
International Journal of Artificial Intelligence and Soft Computing
Exploring content features for automated speech scoring
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Re-examining machine translation metrics for paraphrase identification
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
UKP: computing semantic textual similarity by combining multiple content similarity measures
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
TakeLab: systems for measuring semantic text 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
PolyUCOMP: combining semantic vectors with skip bigrams for semantic textual 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
A rule-based human interpretation system for semantic textual similarity task
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
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
A simple unsupervised latent semantics based approach for sentence 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
UNITOR: combining semantic text similarity functions through SV regression
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
FBK: machine translation evaluation and word similarity metrics for semantic textual 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
BUAP: three approaches for semantic textual 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
UNT: a supervised synergistic approach to semantic text 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
University_of_Sheffield: two approaches to semantic text 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
A study of hybrid similarity measures for semantic relation extraction
HYBRID '12 Proceedings of the Workshop on Innovative Hybrid Approaches to the Processing of Textual Data
Modeling sentences in the latent space
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
A comparison of vector-based representations for semantic composition
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
TCSST: transfer classification of short & sparse text using external data
Proceedings of the 21st ACM international conference on Information and knowledge management
Exploring dictionary-based semantic relatedness in labeled tree data
Information Sciences: an International Journal
Computing similarity between items in a digital library of cultural heritage
Journal on Computing and Cultural Heritage (JOCCH)
Computing text semantic relatedness using the contents and links of a hypertext encyclopedia
Artificial Intelligence
Test collection recycling for semantic text similarity
Proceedings of the 14th International Conference on Information Integration and Web-based Applications & Services
An integrated semantic-based approach in concept based video retrieval
Multimedia Tools and Applications
Mining research abstracts for exploration of research communities
Proceedings of the 5th ACM COMPUTE Conference: Intelligent & scalable system technologies
Customer review summarization approach using Twitter and SentiWordNet
Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics
Mining pure high-order word associations via information geometry for information retrieval
ACM Transactions on Information Systems (TOIS)
Building structures from classifiers for passage reranking
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
UAHCI'13 Proceedings of the 7th international conference on Universal Access in Human-Computer Interaction: applications and services for quality of life - Volume Part III
An ontology-based similarity measure for biomedical data - Application to radiology reports
Journal of Biomedical Informatics
Supervised hypothesis discovery using syllogistic patterns in the biomedical literature
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Semantic Approach to Web-Based Discovery of Unknowns to Enhance Intelligence Gathering
International Journal of Information Retrieval Research
Exploiting discourse information to identify paraphrases
Expert Systems with Applications: An International Journal
| Hi-index | 0.00 |
This paper presents a method for measuring the semantic similarity of texts, using corpus-based and knowledge-based measures of similarity. Previous work on this problem has focused mainly on either large documents (e.g. text classification, information retrieval) or individual words (e.g. synonymy tests). Given that a large fraction of the information available today, on the Web and elsewhere, consists of short text snippets (e.g. abstracts of scientific documents, imagine captions, product descriptions), in this paper we focus on measuring the semantic similarity of short texts. Through experiments performed on a paraphrase data set, we show that the semantic similarity method out-performs methods based on simple lexical matching, resulting in up to 13% error rate reduction with respect to the traditional vector-based similarity metric.