Top 23 Python named-entity-recognition Projects

• HanLP

  3 32,613 5.1 Python

  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

• spaCy

  107 28,934 9.1 Python

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

  

Project mention: How I discovered Named Entity Recognition while trying to remove gibberish from a string. | dev.to | 2024-05-06

• Scout Monitoring

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  Free Django app performance insights with Scout Monitoring. Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.

  

• NLP-progress

  17 22,375 2.1 Python

  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.

• flair

  9 13,636 9.4 Python

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

  

• Stanza

  8 7,090 9.7 Python

  Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages

  

Project mention: Down and Out in the Magic Kingdom | news.ycombinator.com | 2023-07-23

• simpletransformers

  6 4,008 7.3 Python

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

• DeepKE

  2 3,046 9.5 Python

  [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

  

Project mention: Would this method work to increase the memory of the model? Saving summaries generated by a 2nd model and injecting them depending on the current topic. | /r/LocalLLaMA | 2023-06-09

• InfluxDB

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  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• NCRFpp

  1 1,877 0.0 Python

  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.

• entity-recognition-datasets

  3 1,449 5.8 Python

  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: Recent English newswire NER datasets? | /r/LanguageTechnology | 2023-08-27

There is of course the list at https://github.com/juand-r/entity-recognition-datasets, but all of the recent English datasets cover other domains of English, such as the music NER, space NER, etc. All interesting things, but not 2020s English newswire.

• BERT-NER

  1 1,182 0.0 Python

  Pytorch-Named-Entity-Recognition-with-BERT

• seqeval

  1 1,054 0.0 Python

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

  

• spacy-llm

  4 972 8.8 Python

  🦙 Integrating LLMs into structured NLP pipelines

  

Project mention: Integrating LLMs into structured NLP pipelines | news.ycombinator.com | 2023-09-10

• nlu

  25 823 8.6 Python

  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

  2 787 2.9 Python

  The Python library for names.

• ckip-transformers

  1 628 3.3 Python

  CKIP Transformers

  

• BERTweet

  1 561 2.6 Python

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

  

• camel_tools

  2 385 3.6 Python

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

  

• zshot

  2 325 6.0 Python

  Zero and Few shot named entity & relationships recognition

  

• GoLLIE

  1 234 9.6 Python

  Guideline following Large Language Model for Information Extraction

  

Project mention: A LLM trained to follow annotation guidelines, for information extraction tasks | news.ycombinator.com | 2023-10-30

• huspacy

  3 149 8.6 Python

  HuSpaCy: industrial-strength Hungarian natural language processing

  

• ChatGPT_for_IE

  1 132 8.1 Python

  Evaluating ChatGPT’s Information Extraction Capabilities: An Assessment of Performance, Explainability, Calibration, and Faithfulness

  

• healthsea

  1 84 3.2 Python

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

  

• ARElight

  3 35 8.9 Python

  Granular Viewer of Sentiments Between Entities in Massively Large Documents and Collections of Texts, powered by AREkit

• SaaSHub

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Python named-entity-recognition related posts

• Recent English newswire NER datasets?

  2 projects | /r/LanguageTechnology | 27 Aug 2023

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• Would this method work to increase the memory of the model? Saving summaries generated by a 2nd model and injecting them depending on the current topic.

  6 projects | /r/LocalLLaMA | 9 Jun 2023
• A note from our sponsor - InfluxDB
  www.influxdata.com | 1 Jun 2024

  Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

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