ACL RD-TEC 1.0 Summarization of W98-0717
Paper Title:
INCORPORATING KNOWLEDGE IN NATURAL LANGUAGE LEARNING: A CASE STUDY
INCORPORATING KNOWLEDGE IN NATURAL LANGUAGE LEARNING: A CASE STUDY
Authors: Yuval Krymolowski and Dan Roth
Primarily assigned technology terms:
- algorithm
- ambiguity resolution
- approximation
- class assignment
- classification
- classifier
- context-sensitive spelling
- context-sensitive spelling correction
- corelex
- data base
- database
- disambiguation
- estimator
- feature generation
- identification
- inductive learning
- inferencing
- instantiation
- knowledge acquisition
- knowledge engineering
- knowledge representation
- language disambiguation
- language learning
- language processing
- language understanding
- learning
- learning algorithm
- learning algorithms
- learning approach
- learning process
- learning techniques
- linear threshold
- linear-threshold function
- machine learning
- machine learning algorithms
- machine translation
- many-to-one mapping
- maximum-entropy
- mistake-driven learning
- mistake-driven learning algorithm
- natural language disambiguation
- natural language learning
- natural language processing
- natural language understanding
- nlp
- on-line learning
- part-of speech tagging
- processing
- randomization
- reasoning
- reasoning system
- recognition
- scalable learning
- search
- semantic processing
- sentence analysis
- speech recognition
- speech tagging
- spelling
- spelling correction
- tagging
- text retrieval
- transformation-based learning
- winnow learning
- word selection
- word-sense disambiguation
Other assigned terms:
- ai research
- ambiguity
- approach
- backoff
- baseline performance
- case
- class distribution
- class information
- data set
- disambiguation task
- discourse
- discourse markers
- disjunction
- distribution
- domain knowledge
- domain theory
- estimation
- experimental results
- explicit domain knowledge
- external knowledge
- feature
- feature set
- feature sets
- feature space
- generation
- heuristics
- hypernym
- hypothesis
- hypothesis space
- inferences
- information sources
- knowledge
- language disambiguation task
- language usage
- large training
- lemma
- lexical items
- lexical semantic
- linguistic
- linguistic knowledge
- mapping
- meaning
- measure
- mechanisms
- method
- natural language
- natural-language
- noise
- nouns
- np head
- ontologies
- ontology
- paragraph
- penn treebank
- permutation
- phrase
- phrase attachment
- polysemy
- positive and negative examples
- pragmatic knowledge
- prediction accuracy
- preposition
- prepositional phrase
- prepositional phrase attachment
- prepositions
- process
- proper noun
- relation
- representations
- semantic
- semantic and pragmatic
- semantic class
- semantic class information
- semantic classes
- semantic content
- semantic information
- semantic knowledge
- semantic types
- sentence
- snow architecture
- sources of information
- standard deviation
- structural ambiguity
- structural information
- synset
- synsets
- systematic polysemy
- test data
- test data set
- test set
- text
- theory
- training
- training corpus
- training data
- training examples
- treebank
- underspecification
- understanding
- verb
- verb phrase
- vocabulary
- word
- word senses
- wordnet
- wordnet database
- words
- wsj corpus