ACL RD-TEC 1.0 Summarization of N04-1012
Paper Title:
ENSEMBLE-BASED ACTIVE LEARNING FOR PARSE SELECTION
ENSEMBLE-BASED ACTIVE LEARNING FOR PARSE SELECTION
Authors: Miles Osborne and Jason Baldridge
Primarily assigned technology terms:
- active learner
- active learning
- al method
- algorithm
- boosting
- bootstrap
- classification
- co-training
- cross-validation
- ensemble learning
- feature extraction
- hpsg parse
- hpsg parse selection
- language processing
- learner
- learning
- machine learning
- measuring
- modeling
- natural language processing
- normalization
- parse selection
- parsers
- parsing
- part-of-speech tagging
- processing
- random sampling
- random selection
- reporting
- sample selection
- sampling
- selection method
- tagging
- text classification
- tree drawing
- uncertainty sampling
Other assigned terms:
- 10-fold cross-validation
- al research
- ambiguity
- ambiguity rate
- annotated corpora
- annotated dataset
- annotation
- annotator
- annotators
- appointment scheduling
- approach
- baseline model
- bias
- case
- co-occurrence
- cognitive
- conditional distribution
- conditional probability
- context-free grammar
- convergence
- corpora
- data set
- dependency graph
- dependency graphs
- derivation
- derivation tree
- derivation trees
- distribution
- entropy
- error rate
- estimation
- exact match
- fact
- feature
- feature set
- feature sets
- forest
- formalisms
- grammar
- grammar rules
- grammars
- head-driven phrase structure grammar
- hpsg
- human annotator
- index
- kullback-leibler divergence
- labeling
- linguistic
- log-linear model
- log-linear models
- manual annotation
- measure
- measures
- method
- minimal recursion semantics
- model probability
- natural language
- ngram
- noise
- normalization factor
- parameter settings
- parse
- parse forest
- parse selection model
- parse tree
- part-of-speech
- penn treebank
- phrase
- phrase structure
- phrase structure grammar
- predicate calculus
- predicates
- probability
- query
- recursion
- redwoods treebank
- representations
- run-time
- seed
- selection accuracy
- selection model
- semantic
- semantic features
- semantic information
- sentence
- sentences
- technologies
- term
- terms
- test set
- text
- training
- training data
- training material
- tree
- treebank
- trees
- underspecification
- utterance
- words
