Preprocessing Tools

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This page is a collection of text preprocessing tools, as described here: PreprocessingPresentation.pdf.

Sentence Segmentation

Segmentation of a string of text into sentences.

- OpenNLP Sentence Detector Languages: English, German, Dutch, Danish, Swedish, Portuguese. Programming language: Java [1]

Tokenization

Stemming

Lemmatization

Stop word filtering

POS Tagging

Assigning a part-of-speech (verb/noun/...) to each word in a corpus.

StanfordPosTagger

StanfordPOSTagger

OpenNLPPosTagger

OpenNLP PosTagger

TreeTaggerPosTagger

TreeTagger

Chunk Parsing

Identifying chunks (segments) of a sentence and classifying them (mostly NP/VP/...)

OpenNLP Chunker

OpenNLP Chunker

TreeTagger Chunker

TreeTagger

Dependency Parsing

Identifying dependency relations that hold between words and characterizing them

Mate Parser

MateParser

Malt Parser

MaltParser

Stanford Parser

Usage: Can be downloaded or used online. Outputs dependencies and phrase structure trees.

Programming language: Java

Languages: English, Chinese, German, Arabic, Italian, Bulgarian, Portuguese

Stanford Parser

Tool collections

NLTK

dkpro