项目作者: StarlangSoftware

项目描述 :
NER Corpus Processing Library
高级语言: Python
项目地址: git://github.com/StarlangSoftware/TurkishNamedEntityRecognition-Py.git
创建时间: 2020-05-29T06:51:22Z
项目社区:https://github.com/StarlangSoftware/TurkishNamedEntityRecognition-Py

开源协议:GNU General Public License v3.0

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Named Entity Recognition Task

In named entity recognition, one tries to find the strings within a text that correspond to proper names (excluding TIME and MONEY) and classify the type of entity denoted by these strings. The problem is difficult partly due to the ambiguity in sentence segmentation; one needs to extract which words belong to a named entity, and which not. Another difficulty occurs when some word may be used as a name of either a person, an organization or a location. For example, Deniz may be used as the name of a person, or - within a compound - it can refer to a location Marmara Denizi ‘Marmara Sea’, or an organization Deniz Taşımacılık ‘Deniz Transportation’.

The standard approach for NER is a word-by-word classification, where the classifier is trained to label the words in the text with tags that indicate the presence of particular kinds of named entities. After giving the class labels (named entity tags) to our training data, the next step is to select a group of features to discriminate different named entities for each input word.

[ORG Türk Hava Yolları] bu [TIME Pazartesi’den] itibaren [LOC İstanbul] [LOC Ankara] hattı için indirimli satışlarını [MONEY 90 TL’den] başlatacağını açıkladı.

[ORG Turkish Airlines] announced that from this [TIME Monday] on it will start its discounted fares of [MONEY 90TL] for [LOC İstanbul] [LOC Ankara] route.

See the Table below for typical generic named entity types.

Tag Sample Categories
PERSON people, characters
ORGANIZATION companies, teams
LOCATION regions, mountains, seas
TIME time expressions
MONEY monetarial expressions

Video Lectures

For Developers

You can also see Cython, Java, C, C++, Swift, Js, or C# repository.

Requirements

Python

To check if you have a compatible version of Python installed, use the following command:

  1. python -V

You can find the latest version of Python here.

Git

Install the latest version of Git.

Pip Install

  1. pip3 install NlpToolkit-NamedEntityRecognition

Download Code

In order to work on code, create a fork from GitHub page.
Use Git for cloning the code to your local or below line for Ubuntu:

  1. git clone <your-fork-git-link>

A directory called DataStructure will be created. Or you can use below link for exploring the code:

  1. git clone github.com/starlangsoftware/TurkishNamedEntityRecognition-Py.git

Open project with Pycharm IDE

Steps for opening the cloned project:

  • Start IDE
  • Select File | Open from main menu
  • Choose TurkishNamedEntityRecognition-Py/ file
  • Select open as project option

Detailed Description

Gazetteer

Bir Gazetter yüklemek için

  1. Gazetteer(self, name: str, fileName: str)

Hazır Gazetteerleri kullanmak için

  1. AutoNER()

Bir Gazetteer’de bir kelime var mı diye kontrol etmek için

  1. contains(self, word: str) -> bool

Cite

  1. @INPROCEEDINGS{8093439,
  2. author={B. {Ertopçu} and A. B. {Kanburoğlu} and O. {Topsakal} and O. {Açıkgöz} and A. T. {Gürkan} and B. zenç} and İ. am} and B. {Avar} and G. {Ercan} and O. T. {Yıldız}},
  3. booktitle={2017 International Conference on Computer Science and Engineering (UBMK)},
  4. title={A new approach for named entity recognition},
  5. year={2017},
  6. volume={},
  7. number={},
  8. pages={474-479},
  9. doi={10.1109/UBMK.2017.8093439}}