NCRFpp
zshot
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NCRFpp | zshot | |
---|---|---|
1 | 2 | |
1,877 | 316 | |
- | 4.1% | |
0.0 | 6.6 | |
almost 2 years ago | 2 months 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.
zshot
What are some alternatives?
seqeval - A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
transferlearning - Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
Stanza - Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
FSL-Mate - FSL-Mate: A collection of resources for few-shot learning (FSL).
SimpNet-Deep-Learning-in-a-Shader - A trainable convolutional neural network inside a fragment shader
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.
thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
GoLLIE - Guideline following Large Language Model for Information Extraction
nn-morse - Decode morse using a neural network
DeepKE - [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
pytorch-partial-crf - CRF, Partial CRF and Marginal CRF in PyTorch
ARElight - Granular Viewer of Sentiments Between Entities in Massively Large Documents and Collections of Texts, powered by AREkit