Python named-entity-recognition

Open-source Python projects categorized as named-entity-recognition
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Topics: #Natural Language Processing #NLP #Machine Learning #text-classification #Ner
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Top 22 Python named-entity-recognition Projects

  • HanLP

    中文分词 词性标注 命名实体识别 依存句法分析 成分句法分析 语义依存分析 语义角色标注 指代消解 风格转换 语义相似度 新词发现 关键词短语提取 自动摘要 文本分类聚类 拼音简繁转换 自然语言处理

    Project mention: Hanlp - Natural language processing for the next decade | reddit.com/r/github_trends | 2022-05-28

  • spaCy

    💫 Industrial-strength Natural Language Processing (NLP) in Python

    Project mention: How to get Started with Data And Help Your Community | dev.to | 2023-01-23

    Tools: Hugging Face SpaCy Scikit-Learn MLFlow There is no flag to discern a human owner vs a corporate entity, so you have to figure it out on your own. ML can assist given there are tens of thousands of records to go.

  • InfluxDB

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  • NLP-progress

    Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

    Project mention: [Discussion] Checklist of seminal NLP papers | reddit.com/r/MachineLearning | 2022-12-28

  • flair

    A very simple framework for state-of-the-art Natural Language Processing (NLP)

    Project mention: Flair: A simple framework for state-of-the-art Natural Language Processing | news.ycombinator.com | 2022-04-11

  • Stanza

    Official Stanford NLP Python Library for Many Human Languages

    Project mention: Parts of speech tagged for German | reddit.com/r/German | 2023-01-06

    I use Python's spacy library: https://spacy.io/models/de or stanza: https://stanfordnlp.github.io/stanza/ each with their respective language models.

  • simpletransformers

    Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI

  • 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.

  • Sonar

    Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.

  • entity-recognition-datasets

    A collection of corpora for named entity recognition (NER) and entity recognition tasks. These annotated datasets cover a variety of languages, domains and entity types.

    Project mention: Any large manually annotated NER datasets? | reddit.com/r/LanguageTechnology | 2022-12-28

  • BERT-NER

    Pytorch-Named-Entity-Recognition-with-BERT

  • seqeval

    A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)

  • nlu

    1 line for thousands of State of The Art NLP models in hundreds of languages The fastest and most accurate way to solve text problems.

  • name-dataset

    The Python library for names.

    Project mention: Requesting surname data with frequency | reddit.com/r/datasets | 2023-01-03

    Yep! I actually know of something that is exactly what you’re looking for. Note that you will need to know a bit of python to use it. Here’s the link: https://github.com/philipperemy/name-dataset

  • BERTweet

    BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)

  • ckip-transformers

    CKIP Transformers

    Project mention: Experienced software dev, beginner to NLP. Seeking beginner learning resources, with a specific leaning towards NLP of Chinese language. | reddit.com/r/LanguageTechnology | 2022-01-29

  • camel_tools

    A suite of Arabic natural language processing tools developed by the CAMeL Lab at New York University Abu Dhabi.

  • zshot

    Zero and Few shot named entity & relationships recognition

    Project mention: Show HN: Zshot, Zero and Few shot named entity and relationships recognition | news.ycombinator.com | 2022-10-28

  • huspacy

    HuSpaCy: industrial-strength Hungarian natural language processing

    Project mention: [P] HuSpaCy: Industrial-strength Hungarian NLP | reddit.com/r/MachineLearning | 2022-04-27

    I'd like to show off a Hungarian NLP pipeline which we've been heavily improving over the past year. https://github.com/huspacy/huspacy

  • genius

    💡GENIUS – generating text using sketches! A strong and general textual data augmentation tool.

    Project mention: Best language model for filling multiple related masks [D] | reddit.com/r/MachineLearning | 2023-01-09

    See https://github.com/beyondguo/genius

  • healthsea

    Healthsea is a spaCy pipeline for analyzing user reviews of supplementary products for their effects on health.

  • ARElight

    AREkit-based application for a granular view onto sentiments between entities in a mass-media texts written in Russian

    Project mention: Hacker News top posts: Jun 19, 2022 | reddit.com/r/hackerdigest | 2022-06-19

    Show HN: ARElight – A Mass-Media Processing Application for Relation Extraction\ (8 comments)

  • embedders

    With embedders, you can easily convert your texts into sentence- or token-level embeddings within a few lines of code. Use cases for this include similarity search between texts, information extraction such as named entity recognition, or basic text classification.

    Project mention: 10x your active learning via active transfer learning in NLP | dev.to | 2022-07-08

    Check out our embedders library if you want to build such embeddings using a high-level, Scikit-Learn-like API.

  • jouresearch-nlp

    A python package for generating topics, named entities and a wordcloud visualization. It leverages the SpaCy framework and sentence transformers.

    Project mention: Looking for career advice as beginner Python developer with NLP and Backend experience | reddit.com/r/learnpython | 2022-10-05

    As a Freelancer - Developed a package for providing meaningful insights on text for journalists (Open Source version of it: https://github.com/joureka-ai/jouresearch-nlp)

  • SaaSHub

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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). The latest post mention was on 2023-01-23.

Python named-entity-recognition related posts

Index

What are some of the best open-source named-entity-recognition projects in Python? This list will help you:

Project Stars
1 HanLP 27,855
2 spaCy 25,034
3 NLP-progress 21,260
4 flair 12,396
5 Stanza 6,465
6 simpletransformers 3,475
7 NCRFpp 1,846
8 entity-recognition-datasets 1,269
9 BERT-NER 1,079
10 seqeval 884
11 nlu 610
12 name-dataset 599
13 BERTweet 498
14 ckip-transformers 382
15 camel_tools 280
16 zshot 194
17 huspacy 122
18 genius 110
19 healthsea 72
20 ARElight 34
21 embedders 15
22 jouresearch-nlp 3

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