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Top 23 named-entity-recognition Open-Source Projects
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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
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InfluxDB
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.
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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.
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CoreNLP
CoreNLP: A Java suite of core NLP tools for tokenization, sentence segmentation, NER, parsing, coreference, sentiment analysis, etc.
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Stanza
Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
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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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simpletransformers
Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
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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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Universal Data Tool
Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
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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.
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seqeval
A Python framework for sequence labeling evaluation(named-entity recognition, pos tagging, etc...)
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open-semantic-search
Open Source research tool to search, browse, analyze and explore large document collections by Semantic Search Engine and Open Source Text Mining & Text Analytics platform (Integrates ETL for document processing, OCR for images & PDF, named entity recognition for persons, organizations & locations, metadata management by thesaurus & ontologies, search user interface & search apps for fulltext search, faceted search & knowledge graph)
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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.
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CogCompNLP
CogComp's Natural Language Processing Libraries and Demos: Modules include lemmatizer, ner, pos, prep-srl, quantifier, question type, relation-extraction, similarity, temporal normalizer, tokenizer, transliteration, verb-sense, and more.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: Step by step guide to create customized chatbot by using spaCy (Python NLP library) | dev.to | 2024-03-23Hi Community, In this article, I will demonstrate below steps to create your own chatbot by using spaCy (spaCy is an open-source software library for advanced natural language processing, written in the programming languages Python and Cython):
The Stanford CoreNLP Model
Project mention: Spark NLP 5.1.0: Introducing state-of-the-art OpenAI Whisper speech-to-text, OpenAI Embeddings and Completion transformers, MPNet text embeddings, ONNX support for E5 text embeddings, new multi-lingual BART Zero-Shot text classification, and much more! | /r/Python | 2023-09-06
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
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.
Project mention: Need a better way to organize documents in massive nas | /r/DataHoarder | 2023-07-06documents, pdf's - https://opensemanticsearch.org
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 2024-03-23.
named-entity-recognition related posts
- Recent English newswire NER datasets?
- PIXIU: NEW Data - star count:172.0
- PIXIU: NEW Data - star count:124.0
- PIXIU: NEW Data - star count:124.0
- PIXIU: NEW Data - star count:124.0
- PIXIU: NEW Data - star count:124.0
- 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.
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A note from our sponsor - WorkOS
workos.com | 19 Apr 2024
Index
What are some of the best open-source named-entity-recognition projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | HanLP | 32,214 |
| 2 | spaCy | 28,660 |
| 3 | NLP-progress | 22,290 |
| 4 | flair | 13,558 |
| 5 | nlp_compromise | 11,189 |
| 6 | CoreNLP | 9,451 |
| 7 | Stanza | 7,043 |
| 8 | simpletransformers | 3,972 |
| 9 | spark-nlp | 3,667 |
| 10 | DeepKE | 2,891 |
| 11 | NCRFpp | 1,877 |
| 12 | Universal Data Tool | 1,871 |
| 13 | entity-recognition-datasets | 1,431 |
| 14 | BERT-NER | 1,168 |
| 15 | seqeval | 1,044 |
| 16 | spacy-llm | 919 |
| 17 | open-semantic-search | 905 |
| 18 | nlu | 803 |
| 19 | name-dataset | 772 |
| 20 | ckip-transformers | 628 |
| 21 | BERTweet | 555 |
| 22 | datashare | 541 |
| 23 | CogCompNLP | 469 |
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