Finding the word dependencies

The question is stored as a simple string:

String question =  
    "Who is the 32nd president of the United States?";

We will use the LexicalizedParser class, as developed in the Finding word dependencies using the GrammaticalStructure class section. The relevant code is duplicated here for your convenience:

String parserModel = ".../englishPCFG.ser.gz"; 
LexicalizedParser lexicalizedParser =  
    LexicalizedParser.loadModel(parserModel); 
 
TokenizerFactory<CoreLabel> tokenizerFactory =  
    PTBTokenizer.factory(new CoreLabelTokenFactory(), ""); 
Tokenizer<CoreLabel> tokenizer =  
    tokenizerFactory.getTokenizer(new StringReader(question)); 
List<CoreLabel> wordList = tokenizer.tokenize(); 
Tree parseTree = lexicalizedParser.apply(wordList); 
 
TreebankLanguagePack tlp =  
    lexicalizedParser.treebankLanguagePack(); 
GrammaticalStructureFactory gsf =  
    tlp.grammaticalStructureFactory(); 
GrammaticalStructure gs =  
    gsf.newGrammaticalStructure(parseTree); 
List<TypedDependency> tdl = gs.typedDependenciesCCprocessed(); 
System.out.println(tdl); 
for (TypedDependency dependency : tdl) { 
    System.out.println("Governor Word: [" + dependency.gov()  
        + "] Relation: [" + dependency.reln().getLongName() 
        + "] Dependent Word: [" + dependency.dep() + "]"); 
} 

When executed with the question, we get the following output:

    [root(ROOT-0, Who-1), cop(Who-1, is-2), det(president-5, the-3), amod(president-5, 32nd-4), nsubj(Who-1, president-5), det(States-9, the-7), nn(States-9, United-8), prep_of(president-5, States-9)]
    Governor Word: [ROOT] Relation: [root] Dependent Word: [Who/WP]
    Governor Word: [Who/WP] Relation: [copula] Dependent Word: [is/VBZ]
    Governor Word: [president/NN] Relation: [determiner] Dependent Word: [the/DT]
    Governor Word: [president/NN] Relation: [adjectival modifier] Dependent Word: [32nd/JJ]
    Governor Word: [Who/WP] Relation: [nominal subject] Dependent Word: [president/NN]
    Governor Word: [States/NNPS] Relation: [determiner] Dependent Word: [the/DT]
    Governor Word: [States/NNPS] Relation: [nn modifier] Dependent Word: [United/NNP]
    Governor Word: [president/NN] Relation: [prep_collapsed] Dependent Word: [States/NNPS]

This information provides the foundation to determine the type of question.

..................Content has been hidden....................

You can't read the all page of ebook, please click here login for view all page.
Reset