zshot
Stanza
| zshot | Stanza | |
|---|---|---|
| 2 | 8 | |
| 320 | 7,053 | |
| 2.5% | 0.6% | |
| 6.6 | 9.8 | |
| 2 months ago | 3 days ago | |
| Python | Python | |
| MIT License | GNU General Public License v3.0 or later |
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zshot
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
What are some alternatives?
transferlearning - Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
FSL-Mate - FSL-Mate: A collection of resources for few-shot learning (FSL).
NLTK - NLTK Source
NCRFpp - NCRF++, a Neural Sequence Labeling Toolkit. Easy use to any sequence labeling tasks (e.g. NER, POS, Segmentation). It includes character LSTM/CNN, word LSTM/CNN and softmax/CRF components.
BERT-NER - Pytorch-Named-Entity-Recognition-with-BERT
bllip-parser - BLLIP reranking parser (also known as Charniak-Johnson parser, Charniak parser, Brown reranking parser) See http://pypi.python.org/pypi/bllipparser/ for Python module.
Jieba - 结巴中文分词
GoLLIE - Guideline following Large Language Model for Information Extraction
flair - A very simple framework for state-of-the-art Natural Language Processing (NLP)
DeepKE - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
pytext - A natural language modeling framework based on PyTorch