如何在斯坦福依赖解析器中保持标点符号

时间:2016-05-10 06:24:51

标签: java nlp stanford-nlp dependency-parsing

我正在使用Stanford CoreNLP(01.2016版本),我想在依赖关系中保留标点符号。当你从命令行运行它时,我已经找到了一些方法,但我没有找到任何关于提取依赖关系的java代码。

这是我目前的代码。它有效,但不包括标点符号:

Annotation document = new Annotation(text);

        Properties props = new Properties();

        props.setProperty("annotators", "tokenize, ssplit, pos, lemma, parse");

        props.setProperty("ssplit.newlineIsSentenceBreak", "always");

        props.setProperty("ssplit.eolonly", "true");

        props.setProperty("pos.model", modelPath1);

        props.put("parse.model", modelPath );

        StanfordCoreNLP pipeline = new StanfordCoreNLP(props);

        pipeline.annotate(document);

        LexicalizedParser lp = LexicalizedParser.loadModel(modelPath + lexparserNameEn,

                "-maxLength", "200", "-retainTmpSubcategories");

        TreebankLanguagePack tlp = new PennTreebankLanguagePack();

        GrammaticalStructureFactory gsf = tlp.grammaticalStructureFactory();

        List<CoreMap> sentences = document.get(SentencesAnnotation.class);

        for (CoreMap sentence : sentences) {

            List<CoreLabel> words = sentence.get(CoreAnnotations.TokensAnnotation.class);               

            Tree parse = lp.apply(words);

            GrammaticalStructure gs = gsf.newGrammaticalStructure(parse);
            Collection<TypedDependency> td = gs.typedDependencies();

            parsedText += td.toString() + "\n";

任何类型的依赖关系对我来说都是可以的,基本的,打字的,折叠的等等。 我只想包括标点符号。

提前致谢,

1 个答案:

答案 0 :(得分:1)

你正在做一些额外的工作,因为你通过CoreNLP运行解析器,然后再通过调用lp.apply(words)来运行。

使用标点符号获取依赖关系树/图表的最简单方法是使用CoreNLP选项parse.keepPunct,如下所示。

Annotation document = new Annotation(text);
Properties props = new Properties();
props.setProperty("annotators", "tokenize, ssplit, pos, lemma, parse");
props.setProperty("ssplit.newlineIsSentenceBreak", "always");
props.setProperty("ssplit.eolonly", "true");
props.setProperty("pos.model", modelPath1);
props.setProperty("parse.model", modelPath);
props.setProperty("parse.keepPunct", "true");

StanfordCoreNLP pipeline = new StanfordCoreNLP(props);

pipeline.annotate(document);

for (CoreMap sentence : sentences) {
   //Pick whichever representation you want
   SemanticGraph basicDeps = sentence.get(SemanticGraphCoreAnnotations.BasicDependenciesAnnotation.class);
   SemanticGraph collapsed = sentence.get(SemanticGraphCoreAnnotations.CollapsedDependenciesAnnotation.class);
   SemanticGraph ccProcessed = sentence.get(SemanticGraphCoreAnnotations.CollapsedCCProcessedDependenciesAnnotation.class);
}

句子注释对象将依赖关系树/图存储为SemanticGraph。如果需要TypedDependency个对象的列表,请使用方法typedDependencies()。例如,

List<TypedDependency> dependencies = basicDeps.typedDependencies();