pytext
Stanza
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| pytext | Stanza | |
|---|---|---|
| - | 8 | |
| 6,354 | 7,047 | |
| - | 1.1% | |
| 7.8 | 9.8 | |
| over 1 year ago | about 17 hours ago | |
| Python | Python | |
| BSD 3-clause "New" or "Revised" License | GNU General Public License v3.0 or later |
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Stanza
- Down and Out in the Magic Kingdom
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Parts of speech tagged for German
I use Python's spacy library: https://spacy.io/models/de or stanza: https://stanfordnlp.github.io/stanza/ each with their respective language models.
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Off the shelf sentence parsers?
stanza has a constituency parser. There's a model compatible with the dev branch with an accuracy of 95.8 on PTB, using Roberta as a bottom layer, so it's pretty decent at this point. (The currently released model is not as accurate, but it's easy to get the better model to you.) There's also Tregex as a Java addon which can very easily search for a noun phrase highest up in the tree: NP !>> NP will search for a noun phrase which is not dominated by any higher up noun phrase.
- The Spacy NER model for Spanish is terrible
- Spacy vs NLTK for Spanish Language Statistical Tasks
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Stanza not tokenising sentences as expected
I am using Stanza to tokenise the sentences:
- Stanza β A Python NLP Package for Many Human Languages
What are some alternatives?
stanfordnlp - [Deprecated] This library has been renamed to "Stanza". Latest development at: https://github.com/stanfordnlp/stanza
spaCy - π« Industrial-strength Natural Language Processing (NLP) in Python
PyTorch-NLP - Basic Utilities for PyTorch Natural Language Processing (NLP)
NLTK - NLTK Source
BERT-NER - Pytorch-Named-Entity-Recognition-with-BERT
TextBlob - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
Jieba - η»ε·΄δΈζεθ―
flair - A very simple framework for state-of-the-art Natural Language Processing (NLP)
Pattern - Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
polyglot - Multilingual text (NLP) processing toolkit