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The Berkeley parser analyzes the grammatical structure of natural language using probabilistic context-free grammars (PCFGs).

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package edu.berkeley.nlp.ling;

//import edu.berkeley.nlp.ling.CategoryWordTag;

import java.io.StringReader;
import java.util.List;
import java.util.HashMap;

import edu.berkeley.nlp.syntax.Tree;
import edu.berkeley.nlp.syntax.Trees;
import edu.berkeley.nlp.treebank.PennTreebankLanguagePack;
import edu.berkeley.nlp.treebank.TreebankLanguagePack;

/**
 * Implements the HeadFinder found in Michael Collins' 1999 thesis. Except:
 * we've added a head rule for NX, which returns the leftmost item. No rule for
 * the head of NX is found in any of the versions of Collins' head table that we
 * have (did he perhaps use the NP rules for NX? -- no Bikel, CL, 2005 says it
 * defaults to leftmost). These rules are suitable for the Penn Treebank.
 * 

* May 2004: Added support for AUX and AUXG to the VP rules; these cause no * interference in Penn Treebank parsing, but means that these rules also work * for the BLLIP corpus (or Charniak parser output in general). Feb 2005: Fixes * to coordination reheading so that punctuation cannot become head. * * @author Christopher Manning */ public class CollinsHeadFinder extends AbstractCollinsHeadFinder { public CollinsHeadFinder() { this(new PennTreebankLanguagePack()); } protected int postOperationFix(int headIdx, List> daughterTrees) { if (headIdx >= 2) { String prevLab = daughterTrees.get(headIdx - 1).getLabel(); if (prevLab.equals("CC")) { int newHeadIdx = headIdx - 2; Tree t = daughterTrees.get(newHeadIdx); while (newHeadIdx >= 0 && t.isPreTerminal() && tlp.isPunctuationTag(t.getLabel())) { newHeadIdx--; } if (newHeadIdx >= 0) { headIdx = newHeadIdx; } } } return headIdx; } @SuppressWarnings("unchecked") public CollinsHeadFinder(TreebankLanguagePack tlp) { super(tlp); nonTerminalInfo = new HashMap(); // This version from Collins' diss (1999: 236-238) nonTerminalInfo.put("ADJP", new String[][] { { "left", "NNS", "QP", "NN", "$", "ADVP", "JJ", "VBN", "VBG", "ADJP", "JJR", "NP", "JJS", "DT", "FW", "RBR", "RBS", "SBAR", "RB" } }); nonTerminalInfo.put("ADVP", new String[][] { { "right", "RB", "RBR", "RBS", "FW", "ADVP", "TO", "CD", "JJR", "JJ", "IN", "NP", "JJS", "NN" } }); nonTerminalInfo.put("CONJP", new String[][] { { "right", "CC", "RB", "IN" } }); nonTerminalInfo.put("FRAG", new String[][] { { "right" } }); // crap nonTerminalInfo.put("INTJ", new String[][] { { "left" } }); nonTerminalInfo.put("LST", new String[][] { { "right", "LS", ":" } }); nonTerminalInfo.put("NAC", new String[][] { { "left", "NN", "NNS", "NNP", "NNPS", "NP", "NAC", "EX", "$", "CD", "QP", "PRP", "VBG", "JJ", "JJS", "JJR", "ADJP", "FW" } }); nonTerminalInfo.put("NX", new String[][] { { "left" } }); // crap nonTerminalInfo.put("PP", new String[][] { { "right", "IN", "TO", "VBG", "VBN", "RP", "FW" } }); // should prefer JJ? (PP (JJ such) (IN as) (NP (NN crocidolite))) nonTerminalInfo.put("PRN", new String[][] { { "left" } }); nonTerminalInfo.put("PRT", new String[][] { { "right", "RP" } }); nonTerminalInfo.put("QP", new String[][] { { "left", "$", "IN", "NNS", "NN", "JJ", "RB", "DT", "CD", "NCD", "QP", "JJR", "JJS" } }); nonTerminalInfo.put("RRC", new String[][] { { "right", "VP", "NP", "ADVP", "ADJP", "PP" } }); nonTerminalInfo.put("S", new String[][] { { "left", "TO", "IN", "VP", "S", "SBAR", "ADJP", "UCP", "NP" } }); nonTerminalInfo.put("SBAR", new String[][] { { "left", "WHNP", "WHPP", "WHADVP", "WHADJP", "IN", "DT", "S", "SQ", "SINV", "SBAR", "FRAG" } }); nonTerminalInfo.put("SBARQ", new String[][] { { "left", "SQ", "S", "SINV", "SBARQ", "FRAG" } }); nonTerminalInfo.put("SINV", new String[][] { { "left", "VBZ", "VBD", "VBP", "VB", "MD", "VP", "S", "SINV", "ADJP", "NP" } }); nonTerminalInfo.put("SQ", new String[][] { { "left", "VBZ", "VBD", "VBP", "VB", "MD", "VP", "SQ" } }); nonTerminalInfo.put("UCP", new String[][] { { "right" } }); nonTerminalInfo.put("VP", new String[][] { { "left", "TO", "VBD", "VBN", "MD", "VBZ", "VB", "VBG", "VBP", "AUX", "AUXG", "VP", "ADJP", "NN", "NNS", "NP" } }); nonTerminalInfo.put("WHADJP", new String[][] { { "left", "CC", "WRB", "JJ", "ADJP" } }); nonTerminalInfo.put("WHADVP", new String[][] { { "right", "CC", "WRB" } }); nonTerminalInfo.put("WHNP", new String[][] { { "left", "WDT", "WP", "WP$", "WHADJP", "WHPP", "WHNP" } }); nonTerminalInfo.put("WHPP", new String[][] { { "right", "IN", "TO", "FW" } }); nonTerminalInfo.put("X", new String[][] { { "right" } }); // crap rule nonTerminalInfo.put("NP", new String[][] { { "rightdis", "NN", "NNP", "NNPS", "NNS", "NX", "POS", "JJR" }, { "left", "NP" }, { "rightdis", "$", "ADJP", "PRN" }, { "right", "CD" }, { "rightdis", "JJ", "JJS", "RB", "QP" } }); nonTerminalInfo.put("TYPO", new String[][] { { "left" } }); // another crap // rule, for // Switchboard // (Roger) } /** * Go through trees and determine their heads and print them. Just for * debuggin'.
* Usage: * java edu.stanford.nlp.trees.CollinsHeadFinder treebankFilePath * * * @param args * The treebankFilePath */ public static void main(String[] args) { Trees.PennTreeReader reader = new Trees.PennTreeReader(new StringReader("((S (NP (DT the) (JJ quick) (JJ (AA (BB (CC brown)))) (NN fox)) (VP (VBD jumped) (PP (IN over) (NP (DT the) (JJ lazy) (NN dog)))) (. .)))")); Tree tree = reader.next(); System.out.println("tree "+tree); CollinsHeadFinder headFinder = new CollinsHeadFinder(); while (!tree.isLeaf()) { Tree head = headFinder.determineHead(tree); System.out.println("head "+head); tree=head; } } private static final long serialVersionUID = -8747319554557223437L; }





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