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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 java.util.regex.Pattern;
import edu.stanford.nlp.trees.tregex.TregexPattern;
import edu.stanford.nlp.trees.tregex.tsurgeon.Tsurgeon;
import edu.stanford.nlp.trees.tregex.tsurgeon.TsurgeonPattern;
/**
* Transforms an English structure parse tree in order to get the dependencies right:
* -- put a ROOT node
* -- remove NONE nodes
* -- retain only NP-TMP, NP-ADV, UCP-TMP tags
* The UCP- tags will later be turned into NP- anyway
*
* (Note [cdm]: A lot of this overlaps other existing functionality in trees.
* Could aim to unify it.)
*
* @author mcdm
*/
public class DependencyTreeTransformer implements TreeTransformer {
private static final Pattern TmpPattern = Pattern.compile("(NP|UCP).*-TMP.*");
private static final Pattern AdvPattern = Pattern.compile("(NP|UCP).*-ADV.*");
protected final TreebankLanguagePack tlp;
public DependencyTreeTransformer() {
tlp = new PennTreebankLanguagePack();
}
@Override
public Tree transformTree(Tree t) {
//deal with empty root
t.setValue(cleanUpRoot(t.value()));
//strips tags
stripTag(t);
// strip empty nodes
return stripEmptyNode(t);
}
protected static String cleanUpRoot(String label) {
if (label == null || label.equals("TOP")) {
return "ROOT";
// String constants are always interned
} else {
return label;
}
}
// only leaves NP-TMP and NP-ADV
protected String cleanUpLabel(String label) {
if (label == null) {
return ""; // This shouldn't really happen, but can happen if there are unlabeled nodes further down a tree, as apparently happens in at least the 20100730 era American National Corpus
}
boolean nptemp = TmpPattern.matcher(label).matches();
boolean npadv = AdvPattern.matcher(label).matches();
label = tlp.basicCategory(label);
if (nptemp) {
label = label + "-TMP";
} else if (npadv) {
label = label + "-ADV";
}
return label;
}
protected void stripTag(Tree t) {
if ( ! t.isLeaf()) {
String label = cleanUpLabel(t.value());
t.setValue(label);
for (Tree child : t.getChildrenAsList()) {
stripTag(child);
}
}
}
private static final TregexPattern matchPattern =
TregexPattern.safeCompile("-NONE-=none", true);
private static final TsurgeonPattern operation =
Tsurgeon.parseOperation("prune none");
protected static Tree stripEmptyNode(Tree t) {
return Tsurgeon.processPattern(matchPattern, operation, t);
}
}