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Stanford Parser processes raw text in English, Chinese, German, Arabic, and French, and extracts constituency parse trees.

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package edu.stanford.nlp.trees;



import edu.stanford.nlp.trees.tregex.TregexPattern;
import edu.stanford.nlp.trees.tregex.tsurgeon.Tsurgeon;
import edu.stanford.nlp.trees.tregex.tsurgeon.TsurgeonPattern;
import edu.stanford.nlp.util.StringUtils;

import java.util.Properties;
import java.io.BufferedReader;
import java.io.InputStreamReader;
import java.io.FileInputStream;
import java.io.IOException;

/**
 * Transforms an English structure parse tree in order to get the dependencies right:
 * Adds an extra structure in QP phrases:
 * 
* (QP (RB well) (IN over) (CD 9)) becomes *
* (QP (XS (RB well) (IN over)) (CD 9)) *
* (QP (...) (CC ...) (...)) becomes *
* (QP (NP ...) (CC ...) (NP ...)) * * * @author mcdm */ public class QPTreeTransformer implements TreeTransformer { /** * Right now (Jan 2013) we only deal with the following QP structures: *
    *
  • NP (QP ...) (QP (CC and/or) ...) *
  • QP (RB IN CD|DT ...) well over, more than *
  • QP (JJR IN CD|DT ...) fewer than *
  • QP (IN JJS CD|DT ...) at least *
  • QP (... CC ...) between 5 and 10 *
* * @param t tree to be transformed * @return The tree t with an extra layer if there was a QP structure matching the ones mentioned above */ @Override public Tree transformTree(Tree t) { return QPtransform(t); } private static TregexPattern flattenNPoverQPTregex = TregexPattern.compile("NP < (QP=left $+ (QP=right < CC))"); private static TsurgeonPattern flattenNPoverQPTsurgeon = Tsurgeon.parseOperation("[createSubtree QP left right] [excise left left] [excise right right]"); private static TregexPattern multiwordXSTregex = // TODO: should add NN and $ to the numeric expressions captured // NN is for words such as "half" which are probably misparsed // TODO: <3 (IN < as|than) is to avoid one weird case in PTB, // "more than about". Perhaps there is some way to generalize this // TODO: "all but X" // TODO: "all but about X" TregexPattern.compile("QP <1 /^RB|JJ|IN/=left [ ( <2 /^JJ|IN/=right <3 /^CD|DT/ ) | ( <2 /^JJ|IN/ <3 ( IN=right < /^(?i:as|than)$/ ) <4 /^CD|DT/ ) ] "); private static TsurgeonPattern multiwordXSTsurgeon = Tsurgeon.parseOperation("createSubtree XS left right"); // the old style split any flat QP with a CC in the middle // TOD: there should be some allowances for phrases such as "or more", "or so", etc private static TregexPattern splitCCTregex = TregexPattern.compile("QP < (CC $- __=r1 $+ __=l2 ?$-- /^[$]|CC$/=lnum ?$++ /^[$]|CC$/=rnum) <1 __=l1 <- __=r2 !< (__ < (__ < __))"); private static TsurgeonPattern splitCCTsurgeon = Tsurgeon.parseOperation("[if exists lnum createSubtree QP l1 r1] [if not exists lnum createSubtree NP l1 r1] " + "[if exists rnum createSubtree QP l2 r2] [if not exists rnum createSubtree NP l2 r2]"); private static TregexPattern splitMoneyTregex = TregexPattern.compile("QP < (/^[$]$/ !$++ /^(?!([$]|CD)).*$/ !$++ (__ < (__ < __)) $+ __=left) <- __=right"); private static TsurgeonPattern splitMoneyTsurgeon = Tsurgeon.parseOperation("createSubtree QP left right"); /** * Transforms t if it contains one of the following QP structure: *
    *
  • NP (QP ...) (QP (CC and/or) ...) *
  • QP (RB IN CD|DT ...) well over, more than *
  • QP (JJR IN CD|DT ...) fewer than *
  • QP (IN JJS CD|DT ...) at least *
  • QP (... CC ...) between 5 and 10 *
* * @param t a tree to be transformed * @return t transformed */ public static Tree QPtransform(Tree t) { t = Tsurgeon.processPattern(flattenNPoverQPTregex, flattenNPoverQPTsurgeon, t); t = Tsurgeon.processPattern(multiwordXSTregex, multiwordXSTsurgeon, t); t = Tsurgeon.processPattern(splitCCTregex, splitCCTsurgeon, t); t = Tsurgeon.processPattern(splitMoneyTregex, splitMoneyTsurgeon, t); return t; } public static void main(String[] args) { QPTreeTransformer transformer = new QPTreeTransformer(); Treebank tb = new MemoryTreebank(); Properties props = StringUtils.argsToProperties(args); String treeFileName = props.getProperty("treeFile"); if (treeFileName != null) { try { TreeReader tr = new PennTreeReader(new BufferedReader(new InputStreamReader(new FileInputStream(treeFileName))), new LabeledScoredTreeFactory()); Tree t; while ((t = tr.readTree()) != null) { tb.add(t); } } catch (IOException e) { throw new RuntimeException("File problem: " + e); } } for (Tree t : tb) { System.out.println("Original tree"); t.pennPrint(); System.out.println(); System.out.println("Tree transformed"); Tree tree = transformer.transformTree(t); tree.pennPrint(); System.out.println(); System.out.println("----------------------------"); } } }




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