ACL RD-TEC 1.0 Summarization of N06-1006
Paper Title:
LEARNING TO RECOGNIZE FEATURES OF VALID TEXTUAL ENTAILMENTS
LEARNING TO RECOGNIZE FEATURES OF VALID TEXTUAL ENTAILMENTS
Authors: Bill MacCartney and Trond Grenager and Marie-Catherine de Marneffe and Daniel Cer and Christopher D. Manning
Primarily assigned technology terms:
- abduction
- algorithm
- approximate search
- approximation
- beam search
- classification
- classifier
- classifiers
- computational linguistics
- computing
- entailment determination
- feature representation
- finite-state transducer
- fuzzy matching
- graph alignment
- graph matching
- graphalignment
- human language
- human language technology
- incremental search
- keyword-based search
- language technology
- language understanding
- latent semantic analysis
- learning
- learning algorithm
- learning techniques
- linguistic analysis
- logistic regression
- loss function
- machine learning
- machine learning techniques
- matching
- modeling
- naive bayes
- natural language understanding
- nlp
- normalization
- optimization
- parser
- parsing
- processing
- quantification
- question answering
- reasoning
- recognizing textual entailment
- regression
- regularization
- scoring
- scoring function
- search
- semantic analysis
- semantic inference
- stanford parser
- statistical learning
- structural alignment
- supervised machine learning
- support vector machines
- syntactic parser
- textual inference
- theorem prover
- theorem proving
- transducer
- translator
- weighted abduction
Other assigned terms:
- adjunct
- agreement rate
- approach
- association for computational linguistics
- axioms
- background knowledge
- beam
- case
- classification problem
- classification task
- compounds
- data set
- data sets
- dependency graph
- dependency graphs
- dependency information
- determiners
- development set
- dimensionality
- distribution
- dutch
- entailment
- evaluation metrics
- fact
- feature
- feature set
- feature space
- feature vector
- feature weights
- first-order logic
- french
- gaussian prior
- grammatical relations
- heuristic
- human reader
- hypothesis
- inferences
- knowledge
- knowledge base
- latent semantic
- lemma
- lexical similarity
- linguistic
- linguistic knowledge
- linguistics
- logic
- logical form
- mapping
- measure
- measures
- methodology
- modal operator
- modality
- modifier
- multiword expressions
- n-grams
- named entities
- named-entity
- natural language
- negation
- nlp tasks
- paraphrase
- parse
- part of speech
- part-of-speech
- penn treebank
- phrase
- phrase structure
- phrase structure trees
- polarity
- polynomial time
- predicates
- prepositions
- presuppositions
- probability
- probability distribution
- procedure
- process
- quantifier
- relation
- representations
- root node
- scoring metric
- search procedure
- semantic
- semantic content
- semantic features
- semantic relations
- semantic representations
- semantic structure
- sentence
- sentences
- sigmoid function
- solution quality
- subgraph
- support vector
- synonyms
- syntactic parse
- technology
- term
- terms
- test data
- test set
- text
- textual entailment
- theorem
- tokens
- training
- training data
- training example
- training set
- translations
- treebank
- trees
- understanding
- verb
- verb phrase
- weighted score
- word
- word relatedness
- wordnet
- words
- world knowledge
