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    nlp-mitie
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    0.1.0 • Public • Published

    MITIE

    This project is a node binding for the MIT Information Extraction library. It's written in C++ and js.

    If you use MITIE, you already know how to use nlp-mitie.

    Supported platforms: Mac OS X | Linux

    Installing

    $ tnpm install nlp-mitie --save
    

    Quick Start

    $ git clone git@github.com:alvinhui/nlp-mitie.git
    $ cd nlp-mitie
    $ tnpm install
    $ node examples/english/ner.js
    

    Examples

    Named Entity Extractor(NER)

    import { NerTrainer, NerTrainingInstance } from 'nlp-mitie';
    
    const sample  = new NerTrainingInstance(['My', 'name', 'is', 'Davis', 'King', 'and', 'I', 'work', 'for', 'MIT', '.']);
    sample.addEntity(3, 2, 'person');
    sample.addEntity(9, 1, 'org');
    
    const sample2 = new NerTrainingInstance(['The', 'other', 'day', 'at', 'work', 'I', 'saw', 'Brian', 'Smith', 'from', 'CMU', '.'])
    sample2.addEntity(7, 2, 'person')
    sample2.addEntity(10, 1, 'org')
    
    const trainer = new NerTrainer('models/english/total_word_feature_extractor.dat');
    trainer.add(sample);
    trainer.add(sample2);
    const ner = trainer.train();
    
    const tokens = ['I', 'met', 'with', 'John', 'Becker', 'at', 'HBU', '.']
    const entities = ner.extractEntities(tokens, true);
    console.log(entities);
    // [ {'score': 0.8662716633696536,'entity': 'org','start': 6,'end': 7} ]
    

    Keywords

    Install

    npm i nlp-mitie

    DownloadsWeekly Downloads

    4

    Version

    0.1.0

    License

    MIT

    Unpacked Size

    23.5 MB

    Total Files

    1820

    Last publish

    Collaborators

    • alvinhui