vngrs-nlp

VNLP: Turkish NLP Tools

State-of-the-art, lightweight NLP tools for Turkish language.

Developed by VNGRS.

https://vngrs.com/

Functionality:

Sentence Splitter
Normalizer
- Spelling/Typo correction
- Convert numbers to word form
- Deasciification
Stopword Remover:
- Static
- Dynamic
Stemmer: Morphological Analyzer & Disambiguator
Named Entity Recognizer (NER)
Dependency Parser
Part of Speech (PoS) Tagger
Sentiment Analyzer
Turkish Word Embeddings
- FastText
- Word2Vec
- SentencePiece Unigram Tokenizer
News Summarization
News Paraphrasing
Summarization and Paraphrasing models are available in the demo. Contact us at vnlp@vngrs.com for API.

Demo:

Try the Demo.

Installation

pip install vngrs-nlp

Documentation:

See the Documentation for the details about usage, classes, functions, datasets and evaluation metrics.

Metrics:

Usage Example:

Dependency Parser

from vnlp import DependencyParser
dep_parser = DependencyParser()

dep_parser.predict("Oğuz'un kırmızı bir Astra'sı vardı.")
[("Oğuz'un", 'PROPN'),
 ('kırmızı', 'ADJ'),
 ('bir', 'DET'),
 ("Astra'sı", 'PROPN'),
 ('vardı', 'VERB'),
 ('.', 'PUNCT')]

# Spacy's submodule Displacy can be used to visualize DependencyParser result.
import spacy
from vnlp import DependencyParser
dependency_parser = DependencyParser()
result = dependency_parser.predict("Oğuz'un kırmızı bir Astra'sı vardı.", displacy_format = True)
spacy.displacy.render(result, style="dep", manual = True)

Citation

@article{turker2024vnlp,
  title={VNLP: Turkish NLP Package},
  author={Turker, Meliksah and Ari, Erdi and Han, Aydin},
  journal={arXiv preprint arXiv:2403.01309},
  year={2024}
}

Metadata

Release files for vngrs-nlp 0.2.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for vngrs-nlp 0.2.4
File	Size	Uploaded
vngrs_nlp-0.2.4.tar.gz	3.2 MB	Nov 28, 2024	Details

Built distribution (wheel)

Table of built distributions (wheels) for vngrs-nlp 0.2.4
File	Interpreter	ABI	Platform	Reset
vngrs_nlp-0.2.4-py3-none-any.whl 3.3 MB Nov 28, 2024	Python 3	none	any	Details

Total release size: 6.5 MB

Release files / vngrs_nlp-0.2.4.tar.gz

Download URL	vngrs_nlp-0.2.4.tar.gz
Size	3.2 MB
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SHA-256 checksum How to use checksums	`385e61f784925ff74bb3384f0f4e4431c0126d69937e61b20a03a7f76f3b0483`
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Upload date	Nov 28, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/5.1.1 CPython/3.10.11`

Release files / vngrs_nlp-0.2.4-py3-none-any.whl

Download URL	vngrs_nlp-0.2.4-py3-none-any.whl
Size	3.3 MB
Tags	Python 3
SHA-256 checksum How to use checksums	`6f70f6b167569515a37e1b1ea1ce70b336dd63c754c3b7183bb89ffc8369da95`
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Upload date	Nov 28, 2024
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/5.1.1 CPython/3.10.11`