named-entity-recognition

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.

machine-learning natural-language-processing machine-translation dialogue named-entity-recognition nlp-tasks

UpdatedJul 28, 2024
Python

flairNLP /flair

Star14.3k

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

nlp machine-learning natural-language-processing word-embeddings pytorch named-entity-recognition sequence-labeling semantic-role-labeling

UpdatedAug 18, 2025
Python

spencermountain /compromise

Sponsor

Star11.9k

modest natural-language processing

nlp named-entity-recognition part-of-speech

UpdatedJul 17, 2025
JavaScript

stanfordnlp /CoreNLP

Star10k

CoreNLP: A Java suite of core NLP tools for tokenization, sentence segmentation, NER, parsing, coreference, sentiment analysis, etc.

nlp natural-language-processing named-entity-recognition stanford-nlp nlp-parsing

UpdatedAug 8, 2025
Java

stanfordnlp /stanza

Star7.6k

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

python nlp machine-learning natural-language-processing deep-learning pytorch artificial-intelligence named-entity-recognition universal-dependencies corenlp

UpdatedOct 7, 2025
Python

deeppavlov /DeepPavlov

Star6.9k

An open source library for deep learning end-to-end dialog systems and chatbots.

nlp bot machine-learning deep-neural-networks ai deep-learning tensorflow chatbot artificial-intelligence named-entity-recognition question-answering chitchat nlp-machine-learning dialogue-agents dialogue-systems slot-filling entity-extraction dialogue-manager intent-classification intent-detection

UpdatedAug 6, 2025
Python

microsoft /presidio

Star5.7k

An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.

python nlp privacy transformers spacy named-entity-recognition data-privacy phi sensitive-data anonymization pii data-anonymization de-identification data-masking personally-identifiable-information data-obfuscation guardrails pii-detection data-redaction image-redactor

UpdatedOct 6, 2025
Python

macanv /BERT-BiLSTM-CRF-NER

Star4.9k

Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning And private Server services

crf named-entity-recognition ner bert blstm bert-bilstm-crf

UpdatedFeb 24, 2021
Python

qq547276542 /Agriculture_KnowledgeGraph

Star4.3k

农业知识图谱(AgriKG)：农业领域的信息检索，命名实体识别，关系抽取，智能问答，辅助决策

knowledge-graph named-entity-recognition question-answering relation-extraction

UpdatedFeb 11, 2025
Python

ThilinaRajapakse /simpletransformers

Star4.2k

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

text-classification transformers named-entity-recognition question-answering information-retrival conversational-ai

UpdatedAug 25, 2025
Python

zjunlp /DeepKE

Star4.1k

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

nlp deep-learning prompt pytorch information-extraction knowledge-graph named-entity-recognition chinese ner multi-modal kg relation-extraction lightner few-shot low-resource document-level attribute-extraction knowprompt deepke instructie

UpdatedJul 19, 2025
Python

JohnSnowLabs /spark-nlp

Star4.1k

State of the Art Natural Language Processing

nlp natural-language-processing spark sentiment-analysis text-classification tensorflow machine-translation transformers language-detection pyspark named-entity-recognition question-answering lemmatizer spell-checker bert part-of-speech-tagger entity-extraction onnx llm llamacpp

UpdatedOct 7, 2025
Scala

baidu /lac

Star4k

百度NLP：分词，词性标注，命名实体识别，词重要性

python java named-entity-recognition lexical-analysis chinese-nlp word-segmentation part-of-speech-tagger chinese-word-segmentation

UpdatedMay 25, 2021
C++

snipsco /snips-nlu

Star3.9k

Snips Python library to extract meaning from text

python nlp bot machine-learning text-classification chatbot nlu ml information-extraction named-entity-recognition machine-learning-library ner snips slot-filling intent-classification intent-parser

UpdatedMay 22, 2023
Python

hankcs /pyhanlp

Star3.2k

中文分词

natural-language-processing hanlp named-entity-recognition dependency-parser part-of-speech-tagger chinese-word-segmentation

UpdatedJan 16, 2025
Python

blmoistawinde /HarvestText

Star2.6k

文本挖掘和预处理工具（文本清洗、新词发现、情感分析、实体识别链接、关键词抽取、知识抽取、句法分析等），无监督或弱监督方法

nlp sentiment-analysis unsupervised named-entity-recognition text-summarization dependency-parser keyword-extraction text-segmentation text-cleaning gitee new-word-discovery pyhanlp harvesttext

UpdatedMay 13, 2024
Python

urchade /GLiNER

Star2.4k

Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024

natural-language-processing information-extraction named-entity-recognition prompt-tuning large-language-models

UpdatedSep 23, 2025
Python

BrikerMan /Kashgari

Star2.4k

Kashgari is a production-level NLP Transfer learning framework built on top of tf.keras for text-labeling and text-classification, includes Word2Vec, BERT, and GPT2 Language Embedding.

nlp machine-learning text-classification named-entity-recognition seq2seq transfer-learning ner bert sequence-labeling nlp-framework bert-model text-labeling gpt-2

UpdatedSep 3, 2024
Python

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