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开源英文实体识别结果对比 包括Spacy,NLTK,Standford结果

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开源英文实体识别结果对比

包括Spacy,NLTK,Standford结果

  1. test_nltk.py #nltk 依赖:import nltk
  2. test_stanford.py #依赖models/.jar models/.gz 修改各jar模型 识别结果相同
  3. test_spacy.py #spacy 依赖:import spacy + en 模型,en模型效果见spacy官网介绍

各方法对比结果

  • 原句:Chinese President Xi Jinping, also general secretary of the Communist Party of China (CPC) Central Committee and chairman of the Central Military Commission, addresses a national conference in Beijing on Tuesday and Wednesday.
  1. NLTK识别结果:

    1. persons
      • Xi Jinping
    2. gpes
      • Chinese
      • China
      • Beijing
  2. 斯坦福ner识别结果:

    1. ORGANIZATION:
      • Communist Party of China (CPC) Central Committee Central
      • Military Commission
    2. LOCATION
      • Beijing
    3. DATE
      • Tuesday
      • Wednesday
  3. Spacy识别结果:

    1. NORP:
      • Chinese
    2. PERSON:
      • Xi Jinping
    3. ORG:
      • the Communist Party of China (CPC) Central Committee
      • the Central Military Commission
    4. GPE:
      • Beijing
    5. DATE:
      • Tuesday and Wednesday

以短句结果足见识别各效果:Spacy 优于 Stanford 优于 NLTK

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