Stanza
trankit


Stanza | trankit | |
---|---|---|
8 | 1 | |
7,367 | 744 | |
0.6% | 0.3% | |
9.6 | 3.5 | |
4 days ago | 4 months ago | |
Python | Python | |
GNU General Public License v3.0 or later | Apache License 2.0 |
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Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
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 – A Python NLP Package for Many Human Languages
trankit
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Trankit v1.0.0 - An open-source Transformer-based Multilingual NLP Toolkit for 56 languages is out.
Trankit is written in Python and can be easily installed via pip. Our code and pretrained models are publicly available at: https://github.com/nlp-uoregon/trankit
What are some alternatives?
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
NLTK - NLTK Source
lemmatization-lists - Machine-readable lists of lemma-token pairs in 23 languages.
Jieba - 结巴中文分词
argilla - Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
pytext - A natural language modeling framework based on PyTorch
wiktextract - Wiktionary dump file parser and multilingual data extractor
stanfordnlp - [Deprecated] This library has been renamed to "Stanza". Latest development at: https://github.com/stanfordnlp/stanza
flair - A very simple framework for state-of-the-art Natural Language Processing (NLP)
polyglot - Multilingual text (NLP) processing toolkit
quantulum3 - Library for unit extraction - fork of quantulum for python3

