ACL RD-TEC 1.0 Summarization of W06-1624
Paper Title:
A WEAKLY SUPERVISED LEARNING APPROACH FOR SPOKEN LANGUAGE UNDERSTANDING
A WEAKLY SUPERVISED LEARNING APPROACH FOR SPOKEN LANGUAGE UNDERSTANDING
Authors: Wei-Lin Wu and Ru-Zhan Lu and Jian-Yong Duan and Hui Liu and Feng Gao and Yu-Quan Chen
Primarily assigned technology terms:
- active learning
- algorithm
- automatic construction
- bootstrapping
- bootstrapping algorithm
- bootstrapping procedure
- bootstrapping technique
- chart parser
- classification
- classification system
- classifier
- classifiers
- clustering
- co-training
- computational linguistics
- data collection
- decision tree
- dialog system
- dialogue systems
- disambiguation
- error analysis
- feature extraction
- grammar development
- grammar learning
- identification
- language processing
- language training
- language understanding
- learning
- learning approach
- learning approaches
- linking
- matching
- naive bayes
- natural language processing
- parser
- parsing
- parsing algorithm
- partial parsing
- pattern recognition
- preprocessing
- processing
- pruning
- random sampling
- reading
- recognition
- recognizer
- regular expression
- robust parsing
- sampling
- search
- selective sampling
- self-training
- semantic classification
- semantic parser
- sentence clustering
- slot filling
- slot-filling
- speaker-independent chinese dictation system
- speech recognizer
- spoken dialogue
- spoken dialogue systems
- spoken language understanding
- statistical pattern recognition
- supervised learning
- supervised learning approach
- supervised training
- support vector machines
- template matching
- topic classification
- topic classifier
- topic identification
- topic identification and slot-filling
- transcription
- two-stage classification
- weakly supervised learning
- word-sense disambiguation
Other assigned terms:
- anchors
- annotated corpus
- annotation
- approach
- association for computational linguistics
- binary features
- case
- character error rate
- characters
- chinese characters
- class probability
- classification performance
- classification problem
- collocation
- complex word
- concept
- concepts
- confidence score
- confidence scores
- context feature
- context features
- data set
- data sparseness
- data sparseness problem
- dialog
- dialog context
- dialogues
- domain model
- error rate
- experimental results
- fact
- feature
- feature vector
- frame
- grammar
- hierarchical structure
- labeled training data
- labeling
- language corpus
- lexical rules
- lexical semantic
- lexicon
- linguistic
- linguistics
- measure
- method
- n-gram
- named entities
- namedentity
- names
- natural language
- noise
- pauses
- preprocessor
- probability
- procedure
- process
- queries
- query
- search space
- seed
- semantic
- semantic class
- semantic frame
- semantic grammar
- semantic lexicon
- semantic representation
- sentence
- sentences
- slot
- sparseness problem
- spoken language
- spoken language corpus
- support vector
- svms
- system architecture
- system performance
- technique
- terms
- test set
- text
- toolkit
- topics
- training
- training data
- training examples
- training set
- tree
- uncertainty-based strategy
- understanding
- unlabeled examples
- user
- utterance
- word
- word sequence
- word sequences
- words
