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Top 6 Python sequence-labeling Projects
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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.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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seqeval
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
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gector
Official implementation of the papers "GECToR – Grammatical Error Correction: Tag, Not Rewrite" (BEA-20) and "Text Simplification by Tagging" (BEA-21)
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sequence-classifier
A PyTorch Library for Sequence Labeling Tasks such as Named-entity Recognition or Part-of-speech Tagging
Project mention: Show HN: Sequence-Classifier, a PyTorch Library for Sequence Classification | news.ycombinator.com | 2023-12-13
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python sequence-labeling related posts
- Flair: A simple framework for state-of-the-art Natural Language Processing
- Artificial Intelligence sentiment analysis of the Harry Potter movies. The greener the edge the happier the conversations, the bigger the edge the more they talk. Made by me.
- How to create a dataset for training NER models when you only have entity data
- Speech and Language Processing (3rd ed. draft)
- Preparing data for training NER models
- Advice for how to approach classifying apartment posts on facebook?
- Beginner questions about NER model evaluation.
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A note from our sponsor - WorkOS
workos.com | 26 Apr 2024
Index
What are some of the best open-source sequence-labeling projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | flair | 13,558 |
| 2 | NCRFpp | 1,877 |
| 3 | seqeval | 1,045 |
| 4 | gector | 863 |
| 5 | wrench | 211 |
| 6 | sequence-classifier | 0 |
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