NCRFpp
pytorch-partial-crf
NCRFpp | pytorch-partial-crf | |
---|---|---|
1 | 1 | |
1,877 | 30 | |
- | - | |
0.0 | 10.0 | |
almost 2 years ago | over 1 year ago | |
Python | Python | |
Apache License 2.0 | MIT License |
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NCRFpp
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Speech and Language Processing (3rd ed. draft)
They still talk about Hidden Markov Models (HMMs) in quite a bit of detail in the sequence labelling chapter, but you are quite right, Conditional Random Fields (CRFs) and especially neural network based CRFs are in the top rankings when it comes to named entity recognition (NER) and part-of-speech tagging (POS), e.g. see https://github.com/jiesutd/NCRFpp.
pytorch-partial-crf
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Entity Extraction with Predefined List
Feed it to a bi-LSTM with a fuzzy-CRF on top.
What are some alternatives?
zshot - Zero and Few shot named entity & relationships recognition
pytorch-crf - (Linear-chain) Conditional random field in PyTorch.
seqeval - A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
skweak - skweak: A software toolkit for weak supervision applied to NLP tasks
Stanza - Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
python-crfsuite - A python binding for crfsuite
thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
pytorch-tutorial - PyTorch Tutorial for Deep Learning Researchers
SimpNet-Deep-Learning-in-a-Shader - A trainable convolutional neural network inside a fragment shader
usaddress - :us: a python library for parsing unstructured United States address strings into address components
nn-morse - Decode morse using a neural network
speech-music-detection - Python framework for Speech and Music Detection using Keras.