ACL RD-TEC 1.0 Summarization of P06-2075
Paper Title:
INTEGRATING PATTERN-BASED AND DISTRIBUTIONAL SIMILARITY METHODS FOR LEXICAL ENTAILMENT ACQUISITION
INTEGRATING PATTERN-BASED AND DISTRIBUTIONAL SIMILARITY METHODS FOR LEXICAL ENTAILMENT ACQUISITION
Authors: Shachar Mirkin and Ido Dagan and Maayan Geffet
Primarily assigned technology terms:
- 10-fold crossvalidation
- abduction
- algorithm
- automatic extraction
- bootstrapping
- chunker
- classification
- classifier
- comparison function
- computational linguistics
- cross validation
- crossvalidation
- distributional similarity method
- entailment acquisition
- entailment pair classification
- feature construction
- information extraction
- information retrieval
- kernel
- learning
- learning algorithm
- machine learning
- machine learning algorithm
- matching
- method combination
- modeling
- naive bayes
- normalization
- np chunker
- optimization
- pattern-based extraction
- pos tagger
- post-processing
- processing
- querying
- question answering
- search
- search engine
- searching
- semantic acquisition
- similarity method
- spelling
- supervised classification
- supervised learning
- supervised machine learning
- svm classifier
- tagger
- validation
- vector comparison
Other assigned terms:
- ambiguity
- annotation
- approach
- association for computational linguistics
- binary feature
- candidate terms
- case
- classification accuracy
- classification model
- co-occurrences
- complex noun
- computational framework
- conditional probability
- context words
- corpora
- data set
- data sparseness
- distributional information
- distributional similarity
- empirical results
- english language
- entailment
- entailment criterion
- entailment relation
- evaluations
- feature
- feature set
- feature types
- feature value
- feature vector
- feature vectors
- feature weights
- gold standard
- head noun
- hypernym
- hyponym
- hyponyms
- hyponymy
- kappa
- kernel function
- learning model
- lexical entailment
- lexical entailment criterion
- lexical relations
- lexical semantic
- likelihood
- linguistics
- meaning
- meanings
- measure
- measures
- meronym
- method
- methodology
- noise
- noun phrases
- nouns
- pattern ambiguity
- precision
- probability
- probability estimate
- queries
- query
- random sample
- regular expressions
- relation
- representations
- reuters corpus
- semantic
- semantic relation
- semantic relations
- semantic relationships
- semantic similarity
- sentence
- sentences
- similarity measure
- similarity measures
- similarity score
- similarity scores
- statistics
- synonym
- synonyms
- synonymy
- target word
- technique
- term
- terms
- text
- textual entailment
- training
- training phase
- training set
- web page
- wildcard
- word
- words
