ACL RD-TEC 1.0 Summarization of E06-1051
Paper Title:
EXPLOITING SHALLOW LINGUISTIC INFORMATION FOR RELATION EXTRACTION FROM BIOMEDICAL LITERATURE
EXPLOITING SHALLOW LINGUISTIC INFORMATION FOR RELATION EXTRACTION FROM BIOMEDICAL LITERATURE
Authors: Claudio Giuliano and Alberto Lavelli and Lorenza Romano
Primarily assigned technology terms:
- algorithm
- bag-of-words approach
- bag-of-words kernel
- binding
- capitalization
- categorization
- classification
- classifiers
- cross validation
- cross-validation
- databases
- dependency analysis
- dimensionality reduction
- discourse representation
- entity recognition
- entity recognizer
- extraction algorithm
- extraction systems
- inner product
- interaction extraction
- kernel
- kernels
- learning
- learning algorithm
- learning techniques
- loglinear
- machine learning
- machine learning techniques
- mapping function
- named entity recognizer
- normalization
- parsing
- probabilistic inference
- processing
- protein interaction extraction
- querying
- recognition
- recognizer
- regularization
- relation extraction
- scoring
- segmentation
- sentence parsing
- sentence segmentation
- shortest path
- splitting
- statistical methods
- support vector machines
- syntactic analysis
- text categorization
- tokenization
- transcription
- tree kernel
- validation
- weighting
Other assigned terms:
- 10-fold cross validation
- 10-fold cross-validation
- annotation
- approach
- benchmark
- biomedical literature
- case
- categorization task
- chunk
- classification performance
- classification task
- corpora
- data set
- data sets
- dependency tree
- dependency trees
- dictionary
- dimensionality
- discourse
- discourse representation structure
- document
- entity types
- evaluation methodology
- evaluations
- experimental results
- extraction problem
- fact
- feature
- feature space
- first order logic
- formalization
- genia
- implementation
- information source
- information sources
- kernel function
- knowledge
- large corpora
- lemma
- linear combination
- linguistic
- linguistic features
- linguistic information
- linguistics
- local context
- logic
- manual annotation
- mapping
- maps
- meaning
- measure
- medline
- methodology
- n-gram
- n-grams
- named entities
- named entity
- names
- normalization factor
- ontologies
- parse
- parse tree
- portability
- pos tag
- precision
- process
- protein names
- protein-protein interaction
- punctuation
- punctuation marks
- regularization parameter
- relation
- representation structure
- representations
- schema
- semantic
- semantic information
- semantic relations
- sentence
- sentences
- server
- set size
- shallow parse
- slot
- support vector
- synonyms
- synsets
- syntactic and semantic information
- syntactic information
- tagged text
- tags
- term
- test set
- text
- tokens
- training
- training set
- tree
- tree representation
- treebank
- trees
- word
- wordnet
- wordnet synsets
- words
