spaCy | Ecosyste.ms: Awesome

https://github.com/explosion/spacy

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

ai artificial-intelligence cython data-science deep-learning entity-linking machine-learning named-entity-recognition natural-language-processing neural-network neural-networks nlp nlp-library python spacy text-classification tokenization

Last synced: 28 Oct 2024

https://github.com/explosion/spaCy

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

ai artificial-intelligence cython data-science deep-learning entity-linking machine-learning named-entity-recognition natural-language-processing neural-network neural-networks nlp nlp-library python spacy text-classification tokenization

Last synced: 26 Oct 2024

https://github.com/spacy-io/spaCy

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

ai artificial-intelligence cython data-science deep-learning entity-linking machine-learning named-entity-recognition natural-language-processing neural-network neural-networks nlp nlp-library python spacy text-classification tokenization

Last synced: 22 Aug 2024

https://github.com/rasahq/rasa

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

bot bot-framework botkit bots chatbot chatbots chatbots-framework conversation-driven-development conversational-agents conversational-ai conversational-bots machine-learning machine-learning-library mitie natural-language-processing nlp nlu rasa spacy wit

Last synced: 01 Nov 2024

https://github.com/RasaHQ/rasa_nlu

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

bot bot-framework botkit bots chatbot chatbots chatbots-framework conversation-driven-development conversational-agents conversational-ai conversational-bots machine-learning machine-learning-library mitie natural-language-processing nlp nlu rasa spacy wit

Last synced: 03 Aug 2024

https://github.com/RasaHQ/rasa

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

bot bot-framework botkit bots chatbot chatbots chatbots-framework conversation-driven-development conversational-agents conversational-ai conversational-bots machine-learning machine-learning-library mitie natural-language-processing nlp nlu rasa spacy wit

Last synced: 25 Oct 2024

https://github.com/huggingface/neuralcoref

✨Fast Coreference Resolution in spaCy with Neural Networks

coreference coreference-resolution machine-learning neural-networks nlp python pytorch spacy spacy-extension spacy-pipeline

Last synced: 14 Oct 2024

https://github.com/explosion/thinc

🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

ai artificial-intelligence deep-learning functional-programming jax machine-learning machine-learning-library mxnet natural-language-processing nlp python pytorch spacy tensorflow type-checking

Last synced: 28 Oct 2024

https://github.com/dipanjanS/practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

classification clustering computer-vision convolutional-neural-networks deep-learning jupyter jupyter-notebook keras machine-learning natural-language-processing nltk notebook pandas prophet python scikit-learn spacy statsmodels tensorflow time-series-analysis

Last synced: 29 Oct 2024

https://github.com/dipanjans/practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

classification clustering computer-vision convolutional-neural-networks deep-learning jupyter jupyter-notebook keras machine-learning natural-language-processing nltk notebook pandas prophet python scikit-learn spacy statsmodels tensorflow time-series-analysis

Last synced: 09 Oct 2024

https://github.com/explosion/spacy-course

👩‍🏫 Advanced NLP with spaCy: A free online course

binder course dependency-parsing gatsby gatsbyjs jupyter machine-learning named-entity-recognition natural-language-processing nlp online-course part-of-speech-tagging spacy word-vectors

Last synced: 07 Oct 2024

https://github.com/chartbeat-labs/textacy

NLP, before and after spaCy

natural-language-processing nlp python spacy

Last synced: 14 Oct 2024

https://github.com/keithrozario/Klayers

Python Packages as AWS Lambda Layers

aws-lambda lambda lambda-layer python spacy

Last synced: 02 Nov 2024

https://github.com/DerwenAI/pytextrank

Python implementation of TextRank algorithms ("textgraphs") for phrase extraction

graph-algorithms machine-learning natural-language natural-language-processing nlp python spacy spacy-extension summarization textgraphs textrank

Last synced: 29 Oct 2024

https://github.com/derwenai/pytextrank

Python implementation of TextRank algorithms ("textgraphs") for phrase extraction

graph-algorithms machine-learning natural-language natural-language-processing nlp python spacy spacy-extension summarization textgraphs textrank

Last synced: 29 Oct 2024

https://github.com/keithrozario/klayers

Python Packages as AWS Lambda Layers

aws-lambda lambda lambda-layer python spacy

Last synced: 14 Oct 2024

https://github.com/dipanjans/text-analytics-with-python

Learn how to process, classify, cluster, summarize, understand syntax, semantics and sentiment of text data with the power of Python! This repository contains code and datasets used in my book, "Text Analytics with Python" published by Apress/Springer.

clustering gensim natural-language natural-language-processing nltk pattern python scikit-learn semantic sentiment sentiment-analysis spacy stanford-nlp text-analytics text-classification text-summarization

Last synced: 10 Oct 2024

https://github.com/dipanjanS/text-analytics-with-python

Learn how to process, classify, cluster, summarize, understand syntax, semantics and sentiment of text data with the power of Python! This repository contains code and datasets used in my book, "Text Analytics with Python" published by Apress/Springer.

clustering gensim natural-language natural-language-processing nltk pattern python scikit-learn semantic sentiment sentiment-analysis spacy stanford-nlp text-analytics text-classification text-summarization

Last synced: 02 Aug 2024

https://github.com/explosion/sense2vec

🦆 Contextually-keyed word vectors

gensim gensim-word2vec machine-learning natural-language-processing nlp python sense2vec spacy word2vec

Last synced: 07 Oct 2024

https://github.com/explosion/spacy-models

💫 Models for the spaCy Natural Language Processing (NLP) library

machine-learning machine-learning-models models natural-language-processing nlp spacy spacy-models statistical-models

Last synced: 07 Oct 2024

https://github.com/allenai/scispacy

A full spaCy pipeline and models for scientific/biomedical documents.

bioinformatics biomedical custom-pipes nlp scientific-documents spacy

Last synced: 14 Oct 2024

https://allenai.github.io/scispacy/

A full spaCy pipeline and models for scientific/biomedical documents.

bioinformatics biomedical custom-pipes nlp scientific-documents spacy

Last synced: 04 Aug 2024

https://github.com/code-kern-ai/refinery

The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

active-learning annotations artificial-intelligence data-centric-ai data-labeling data-science deep-learning human-in-the-loop labeling labeling-tool machine-learning natural-language-processing neural-search nlp python spacy supervised-learning text-annotation text-classification transformers

Last synced: 14 Oct 2024

https://github.com/DragonComputer/Dragonfire

the open-source virtual assistant for Ubuntu based Linux distributions

artificial-intelligence chatbot kaldi linux machine-learning nlp personal-assistant spacy speech-recognition speech-to-text text-to-speech ubuntu virtual-assistant

Last synced: 01 Aug 2024

https://github.com/dragoncomputer/dragonfire

the open-source virtual assistant for Ubuntu based Linux distributions

artificial-intelligence chatbot kaldi linux machine-learning nlp personal-assistant spacy speech-recognition speech-to-text text-to-speech ubuntu virtual-assistant

Last synced: 09 Oct 2024

https://github.com/explosion/spacy-transformers

🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy

bert google gpt-2 huggingface language-model machine-learning natural-language-processing natural-language-understanding nlp openai pytorch pytorch-model spacy spacy-extension spacy-pipeline transfer-learning xlnet

Last synced: 01 Nov 2024

https://github.com/explosion/projects

🪐 End-to-end NLP workflows from prototype to production

annotations datasets natural-language-processing nlp prodigy spacy

Last synced: 07 Oct 2024

https://github.com/ryfeus/lambda-packs

Precompiled packages for AWS Lambda

aws aws-lambda hdf keras lightgbm numpy opencv pandas phantomjs pillow python pytorch selenium serverless skimage sklearn spacy tensorflow tesseract wrk

Last synced: 13 Oct 2024

https://github.com/explosion/spacy-llm

🦙 Integrating LLMs into structured NLP pipelines

anthropic claude cohere dolly falcon gpt-3 gpt-4 large-language-models llama llm machine-learning named-entity-recognition natural-language-processing nlp openai prompt-engineering spacy text-classification

Last synced: 07 Oct 2024

https://github.com/norskregnesentral/skweak

skweak: A software toolkit for weak supervision applied to NLP tasks

data-science distant-supervision natural-language-processing nlp-library nlp-machine-learning python spacy training-data weak-supervision

Last synced: 14 Oct 2024

https://github.com/NorskRegnesentral/skweak

skweak: A software toolkit for weak supervision applied to NLP tasks

data-science distant-supervision natural-language-processing nlp-library nlp-machine-learning python spacy training-data weak-supervision

Last synced: 26 Oct 2024

https://github.com/cltk/cltk

The Classical Language Toolkit

ai greek historical-linguistics latin ling nlp nltk python spacy stanza

Last synced: 14 Oct 2024

https://github.com/explosion/spacy-streamlit

👑 spaCy building blocks and visualizers for Streamlit apps

dependency-parsing machine-learning named-entity-recognition natural-language-processing ner nlp part-of-speech-tagging spacy streamlit text-classification tokenization visualizer visualizers word-vectors

Last synced: 07 Oct 2024

https://github.com/openeventdata/mordecai

Full text geoparsing as a Python library

geocoding geonames geoparsing nlp spacy toponym-resolution

Last synced: 14 Oct 2024

https://github.com/explosion/spacy-stanza

💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy

corenlp data-science machine-learning natural-language-processing nlp spacy spacy-pipeline stanford-corenlp stanford-machine-learning stanford-nlp stanza

Last synced: 01 Nov 2024

https://github.com/nirantk/nlp_quickbook

NLP in Python with Deep Learning

ensemble language-processing natural-language natural-language-processing nlp practitioners spacy spacy-nlp spell-correction text-classification tutorial-code

Last synced: 14 Oct 2024

https://github.com/NirantK/NLP_Quickbook

NLP in Python with Deep Learning

ensemble language-processing natural-language natural-language-processing nlp practitioners spacy spacy-nlp spell-correction text-classification tutorial-code

Last synced: 02 Aug 2024

https://github.com/tecoholic/ner-annotator

Named Entity Recognition (NER) Annotation tool for SpaCy. Generates Traning Data as a JSON which can be readily used.

ner spacy spacy-nlp ui

Last synced: 14 Oct 2024

https://github.com/medspacy/medspacy

Library for clinical NLP with spaCy.

clinical-nlp medspacy nlp nlp-library pipeline spacy

Last synced: 14 Oct 2024

https://github.com/microsoft/cookiecutter-spacy-fastapi

Cookiecutter API for creating Custom Skills for Azure Search using Python and Docker

azure-search cognitive-search fastapi natural-language-processing spacy

Last synced: 07 Oct 2024

https://github.com/phantominsights/subreddit-analyzer

A comprehensive Data and Text Mining workflow for submissions and comments from any given public subreddit.

matplotlib nlp pandas python3 seaborn spacy wordcloud

Last synced: 30 Oct 2024

https://github.com/phantominsights/mexican-government-report

Text Mining on the 2019 Mexican Government Report, covering from extracting text from a PDF file to plotting the results.

geopandas matplotlib nlp numpy pandas seaborn spacy

Last synced: 30 Oct 2024

https://github.com/explosion/prodigy-recipes

🍳 Recipes for the Prodigy, our fully scriptable annotation tool

active-learning annotation annotation-tool artificial-intelligence computer-vision data-annotation data-science labeling-tool machine-learning machine-teaching natural-language-processing nlp prodigy spacy

Last synced: 07 Oct 2024

https://github.com/explosion/wasabi

🍣 A lightweight console printing and formatting toolkit

console console-color formatting python python-2 python-3 spacy

Last synced: 01 Nov 2024

https://github.com/KristiyanVachev/Question-Generation

Generating multiple choice questions from text using Machine Learning.

Last synced: 02 Aug 2024

https://github.com/kristiyanvachev/question-generation

Generating multiple choice questions from text using Machine Learning.

Last synced: 30 Oct 2024

https://github.com/nlpatvcu/medacy

:hospital: Medical Text Mining and Information Extraction with spaCy

clinical-text-processing information-extraction machine-learning medical-natural-language-processing medical-text-mining metamap natural-language-processing spacy

Last synced: 14 Oct 2024

https://github.com/erre-quadro/spikex

SpikeX - SpaCy Pipes for Knowledge Extraction

abbreviations-detection acronym-recognition clustering entity-linking named-entity-recognition nlp noun-phrase-extract sentence-splitting spacy spacy-pipes verb-phrase-extract wikigraph wikipedia wikipedia-graph

Last synced: 14 Oct 2024

https://github.com/r1j1t/contextualspellcheck

✔️Contextual word checker for better suggestions

bert chatbot help-wanted natural-language-processing nlp oov preprocessing python python-spelling-corrector spacy spacy-extension spellcheck spellchecker spelling-correction spelling-corrections

Last synced: 14 Oct 2024

https://github.com/tomaarsen/spanmarkerner

SpanMarker for Named Entity Recognition

huggingface ner nlp spacy spacy-extension transformers

Last synced: 14 Oct 2024

https://github.com/msg-systems/holmes-extractor

Information extraction from English and German texts based on predicate logic

information-extraction machine-learning nlp ontology python semantics spacy spacy-extension

Last synced: 31 Oct 2024

https://github.com/xxyzz/worddumb

A calibre plugin that generates Kindle Word Wise and X-Ray files for KFX, AZW3, MOBI and EPUB eBook.

anki books calibre calibre-plugin dictionary ebook epub kindle language-learning python spacy wikidata wikipedia wiktionary

Last synced: 14 Oct 2024

https://github.com/ironman5366/W.I.L.L

A python written personal assistant

ai assistant json-api pa personal-assistant plugins python spacy telegram

Last synced: 07 Aug 2024

https://github.com/xxyzz/WordDumb

A calibre plugin that generates Kindle Word Wise and X-Ray files for KFX, AZW3, MOBI and EPUB eBook.

anki books calibre calibre-plugin dictionary ebook epub kindle language-learning python spacy wikidata wikipedia wiktionary

Last synced: 09 Oct 2024

https://github.com/ironman5366/w.i.l.l

A python written personal assistant

ai assistant json-api pa personal-assistant plugins python spacy telegram

Last synced: 31 Oct 2024

https://github.com/5hirish/adam_qas

ADAM - A Question Answering System. Inspired from IBM Watson

adam elasticsearch gensim natural-language-processing pandas python question-answering scikit-learn spacy spacy-extension wikipedia

Last synced: 25 Sep 2024

https://github.com/ibm/zshot

Zero and Few shot named entity & relationships recognition

ai deep-learning few-shot few-shot-learning machine-learning named-entity-recognition natural-language-processing natural-language-understanding ned ner nlp nlp-library pytorch relation-extraction relationship-extraction spacy transformer zero-shot zero-shot-learning

Last synced: 14 Oct 2024

https://github.com/explosion/displacy

:boom: displaCy.js: An open-source NLP visualiser for the modern web

css javascript natural-language-processing nlp spacy svg visualization

Last synced: 25 Sep 2024

https://github.com/pkshatechnology-research/camphr

Camphr - NLP libary for creating pipeline components

spacy spacy-extension

Last synced: 14 Oct 2024

https://github.com/PKSHATechnology-Research/camphr

Camphr - NLP libary for creating pipeline components

spacy spacy-extension

Last synced: 01 Aug 2024

https://github.com/hlasse/textdescriptives

A Python library for calculating a large variety of metrics from text

dependency-distance descriptive-statistics nlp python readability readability-scores spacy spacy-extension statistics syntactic-analysis

Last synced: 14 Oct 2024

https://github.com/HLasse/TextDescriptives

A Python library for calculating a large variety of metrics from text

dependency-distance descriptive-statistics nlp python readability readability-scores spacy spacy-extension statistics syntactic-analysis

Last synced: 04 Aug 2024

https://github.com/explosion/spacy-notebooks

💫 Jupyter notebooks for spaCy examples and tutorials

jupyter jupyter-notebook spacy tutorials

Last synced: 25 Sep 2024

https://github.com/explosion/floret

🌸 fastText + Bloom embeddings for compact, full-coverage vectors with spaCy

fasttext fasttext-embeddings spacy subword-embeddings word-embeddings word-vectors

Last synced: 30 Sep 2024

https://github.com/phantominsights/summarizer

A Reddit bot that summarizes news articles written in Spanish or English. It uses a custom built algorithm to rank words and sentences.

nlp praw python3 reddit-bot spacy web-scraper wordcloud

Last synced: 31 Oct 2024

https://github.com/jenojp/negspacy

spaCy pipeline object for negating concepts in text

negation negation-phrases negex nlp python spacy spacy-extension spacy-pipeline

Last synced: 14 Oct 2024

https://github.com/jgontrum/spacy-api-docker

spaCy REST API, wrapped in a Docker container.

docker microservice natural-language-processing parsing restful-api spacy

Last synced: 31 Oct 2024

https://github.com/bjascob/lemminflect

A python module for English lemmatization and inflection.

inflection lemmatization nlp nlp-machine-learning python spacy spacy-extensions

Last synced: 14 Oct 2024

https://github.com/quanteda/spacyr

R wrapper to spaCy NLP

extract-entities nlp r spacy speech-tagging

Last synced: 14 Oct 2024

https://github.com/argilla-io/spacy-wordnet

spacy-wordnet creates annotations that easily allow the use of wordnet and wordnet domains by using the nltk wordnet interface

pipeline spacy wordnet

Last synced: 14 Oct 2024

https://github.com/gandersen101/spaczz

Fuzzy matching and more functionality for spaCy.

ai artificial-intelligence data-science fuzzy-matching natural-language-processing nlp nlp-library python rapidfuzz regex spacy spacy-extension spacy-extensions

Last synced: 14 Oct 2024

https://github.com/davidberenstein1957/concise-concepts

This repository contains an easy and intuitive approach to few-shot NER using most similar expansion over spaCy embeddings. Now with entity scoring.

few-shot-classifcation gensim hacktoberfest machine-learning natural-language-processing ner nlp spacy

Last synced: 01 Nov 2024

https://github.com/mpuig/spacy-lookup

Named Entity Recognition based on dictionaries

named-entity-recognition natural-language-processing ner nlp spacy spacy-extension spacy-pipeline

Last synced: 31 Oct 2024

https://github.com/explosion/spacy-services

💫 REST microservices for various spaCy-related tasks

falcon natural-language-processing nlp rest-api rest-microservice spacy

Last synced: 25 Sep 2024

https://github.com/digiteinfotech/kairon

Conversational AI Platform to build effective Proactive Digital Assistants using Visual LLM Chaining

bot bot-framework botkit bots chatbot chatbot-framework chatbots conversational-agents conversational-ai conversational-bots gpt-3-5-turbo llm machine-learning machine-learning-library natural-language-understanding nlp nlu rasa rasa-nlu spacy

Last synced: 14 Oct 2024

https://github.com/bjascob/amrlib

A python library that makes AMR parsing, generation and visualization simple.

abstract-meaning-representation amr amr-graphs amr-parser amr-parsing neural-network python pytorch spacy spacy-extension text-generation transformer

Last synced: 14 Oct 2024

https://github.com/mmxgn/spacy-clausie

Implementation of the ClausIE information extraction system for python+spacy

clausie information-extraction nlp problog python-spacy spacy

Last synced: 30 Sep 2024

https://github.com/jaidevd/numerizer

A Python module to convert natural language numerics into ints and floats.

information-extraction nlp regular-expressions spacy spacy-extension

Last synced: 14 Oct 2024

https://github.com/statsmaths/cleanNLP

R package providing annotators and a normalized data model for natural language processing

corenlp natural-language-processing r-package spacy

Last synced: 25 Oct 2024

https://github.com/statsmaths/cleannlp

R package providing annotators and a normalized data model for natural language processing

corenlp natural-language-processing r-package spacy

Last synced: 14 Oct 2024

https://github.com/janlukasschroeder/nlp-cheat-sheet-python

NLP Cheat Sheet, Python, spacy, LexNPL, NLTK, tokenization, stemming, sentence detection, named entity recognition

cheat-sheet dependency-parsing introduction lemmatization lexnlp machine-learning named-entity-recognition nlp nltk pos-tagging python sentence-similarity spacy spacy-nlp spans starter-kit tokenization

Last synced: 14 Oct 2024

https://github.com/davidberenstein1957/classy-classification

This repository contains an easy and intuitive approach to few-shot classification using sentence-transformers or spaCy models, or zero-shot classification with Huggingface.

few-shot-classifcation hacktoberfest machine-learning natural-language-processing nlp nlu sentence-transformers spacy text-classification

Last synced: 14 Oct 2024

https://github.com/explosion/displacy-ent

:boom: displaCy-ent.js: An open-source named entity visualiser for the modern web

css javascript named-entities natural-language-processing nlp spacy visualization

Last synced: 25 Sep 2024

https://github.com/explosion/jupyterlab-prodigy

🧬 A JupyterLab extension for annotating data with Prodigy

active-learning annotation annotation-tool artificial-intelligence computer-vision data-annotation data-science jupyter jupyterlab labeling-tool machine-learning machine-teaching natural-language-processing nlp prodigy spacy

Last synced: 07 Oct 2024

https://github.com/ines/spacy-js

🎀 JavaScript API for spaCy with Python REST API

javascript natural-language-processing nlp python rest-api spacy

Last synced: 30 Oct 2024

https://github.com/d5555/tageditor

🏖TagEditor - Annotation tool for spaCy

annotation annotation-tool coreference-resolution data-science labeling-tool machine-learning named-entities named-entity-recognition natural-language-processing neural-networks neuralcoref nlp spacy spacy-visualizer tagging-tool text-annotation text-tagging training-data

Last synced: 14 Oct 2024

https://github.com/d5555/TagEditor

🏖TagEditor - Annotation tool for spaCy

annotation annotation-tool coreference-resolution data-science labeling-tool machine-learning named-entities named-entity-recognition natural-language-processing neural-networks neuralcoref nlp spacy spacy-visualizer tagging-tool text-annotation text-tagging training-data

Last synced: 03 Aug 2024

https://github.com/explosion/spacymoji

💙 Emoji handling and meta data for spaCy with custom extension attributes

emoji emoji-unicode emojis natural-language-processing nlp spacy spacy-extension spacy-pipeline

Last synced: 07 Oct 2024

https://github.com/maxent-ai/converse

Conversational text Analysis using various NLP techniques

callcenter-analysis conversational-ai emotion-recognition huggingface machine-learning nlp nlu pytorch scikit-learn sentiment-analysis spacy speech-to-text text text-mining topic-modeling transformers

Last synced: 01 Nov 2024

https://github.com/martinomensio/spacy-universal-sentence-encoder

Google USE (Universal Sentence Encoder) for spaCy

models nlp spacy tensorflow-hub use

Last synced: 30 Oct 2024

https://github.com/explosion/wheelwright

🎡 Automated build repo for Python wheels and source packages

azure-pipelines linux macos manylinux manylinux1 multibuild python spacy wheels windows

Last synced: 07 Oct 2024

https://github.com/Dadmatech/DadmaTools

DadmaTools is a Persian NLP tools developed by Dadmatech Co.

chunker constituency-parser dataset-loader dependency-parser embedding-vectors embeddings lemmatizer natural-language-processing ner nlptoolkit persian persian-nlp postagger spacy tokenizer

Last synced: 04 Aug 2024

https://github.com/dadmatech/dadmatools

DadmaTools is a Persian NLP tools developed by Dadmatech Co.

chunker constituency-parser dataset-loader dependency-parser embedding-vectors embeddings lemmatizer natural-language-processing ner nlptoolkit persian persian-nlp postagger spacy tokenizer

Last synced: 14 Oct 2024

https://github.com/microsoft/presidio-research

This package features data-science related tasks for developing new recognizers for Presidio. It is used for the evaluation of the entire system, as well as for evaluating specific PII recognizers or PII detection models.

deep-learning flair machine-learning named-entity-recognition natural-language-processing ner nlp pii privacy spacy transformers