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Title: GitHub - msg-systems/coreferee: Coreference resolution for English, French, German and Polish, optimised for limited training data and easily extensible for further languages

Open Graph Title: GitHub - msg-systems/coreferee: Coreference resolution for English, French, German and Polish, optimised for limited training data and easily extensible for further languages

X Title: GitHub - msg-systems/coreferee: Coreference resolution for English, French, German and Polish, optimised for limited training data and easily extensible for further languages

Description: Coreference resolution for English, French, German and Polish, optimised for limited training data and easily extensible for further languages - msg-systems/coreferee

Open Graph Description: Coreference resolution for English, French, German and Polish, optimised for limited training data and easily extensible for further languages - msg-systems/coreferee

X Description: Coreference resolution for English, French, German and Polish, optimised for limited training data and easily extensible for further languages - msg-systems/coreferee

Mail addresses
richard@explosion.ai
richard@explosion.ai

Opengraph URL: https://github.com/msg-systems/coreferee

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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MIT licensehttps://patch-diff.githubusercontent.com/msg-systems/coreferee
https://patch-diff.githubusercontent.com/msg-systems/coreferee#coreferee
1. Introductionhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#introduction
1.1 The basic ideahttps://patch-diff.githubusercontent.com/msg-systems/coreferee#the-basic-idea
1.2 Getting startedhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started
1.2.1 Englishhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started-en
1.2.2 Frenchhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started-fr
1.2.3 Germanhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started-de
1.2.4 Polishhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started-pl
1.3 Background informationhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#background-information
1.4 Facts and figureshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#facts-and-figures
1.4.1 Covered relevant linguistic featureshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#covered-relevant-linguistic-features
1.4.2 Model performancehttps://patch-diff.githubusercontent.com/msg-systems/coreferee#model-performance
2. Interacting with the data modelhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#interacting-with-the-data-model
3. How it workshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#how-it-works
3.1 General operation and ruleshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#general-operation-and-rules
3.1.1 Anaphor pair analysishttps://patch-diff.githubusercontent.com/msg-systems/coreferee#anaphor-pair-analysis
3.1.2 Noun pair detectionhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#noun-pair-detection
3.1.3 Building the chainshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#building-the-chains
3.2 The neural ensemblehttps://patch-diff.githubusercontent.com/msg-systems/coreferee#the-neural-ensemble
4. Adding support for a new languagehttps://patch-diff.githubusercontent.com/msg-systems/coreferee#adding-support-for-a-new-language
5. Adding support for a custom spaCy modelhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#adding-support-for-a-custom-spaCy-model
6. Version historyhttps://patch-diff.githubusercontent.com/msg-systems/coreferee/blob/master/'#version-history'
6.1 Version 1.0.0https://patch-diff.githubusercontent.com/msg-systems/coreferee#version-100
6.2 Version 1.0.1https://patch-diff.githubusercontent.com/msg-systems/coreferee#version-101
6.3 Version 1.1.0https://patch-diff.githubusercontent.com/msg-systems/coreferee#version-110
6.4 Version 1.1.1https://patch-diff.githubusercontent.com/msg-systems/coreferee#version-111
6.5 Version 1.1.2https://patch-diff.githubusercontent.com/msg-systems/coreferee#version-112
6.6 Version 1.1.3https://patch-diff.githubusercontent.com/msg-systems/coreferee#version-113
6.7 Version 1.2.0https://patch-diff.githubusercontent.com/msg-systems/coreferee#version-120
7. Open issues/requests for assistancehttps://patch-diff.githubusercontent.com/msg-systems/coreferee#open-issues
https://patch-diff.githubusercontent.com/msg-systems/coreferee#1-introduction
https://patch-diff.githubusercontent.com/msg-systems/coreferee#11-the-basic-idea
spaCyhttps://spacy.io/
msg systemshttps://www.msg.group/en
Explosion AIhttps://explosion.ai
the Explosion repositoryhttps://github.com/explosion/coreferee
https://patch-diff.githubusercontent.com/msg-systems/coreferee#12-getting-started
https://patch-diff.githubusercontent.com/msg-systems/coreferee#121-english
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spaCyhttps://spacy.io/
https://patch-diff.githubusercontent.com/msg-systems/coreferee#13-background-information
state of the art in coreference resolutionhttps://paperswithcode.com/sota/coreference-resolution-on-conll-2012
CONLL 2012 training corpushttps://cemantix.org/conll/2012/task-description.html
corpushttps://patch-diff.githubusercontent.com/msg-systems/coreferee#model-performance
Neuralcorefhttps://github.com/huggingface/neuralcoref
word vectorshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#the-neural-ensemble
Holmeshttps://github.com/msg-systems/holmes-extractor
https://patch-diff.githubusercontent.com/msg-systems/coreferee#14-facts-and-figures
https://patch-diff.githubusercontent.com/msg-systems/coreferee#141-covered-relevant-linguistic-features
Coreferee is primarily designedhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#background-information
https://patch-diff.githubusercontent.com/msg-systems/coreferee#142-model-performance
ParCorhttps://opus.nlpl.eu/ParCor/
LitBankhttps://github.com/dbamman/litbank
ParCorhttps://opus.nlpl.eu/ParCor/
DEMOCRAThttps://www.ortolang.fr/market/corpora/democrat/v1.1
PCChttp://zil.ipipan.waw.pl/PolishCoreferenceCorpus
neural network inputshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#the-neural-ensemble
simple ruleshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#noun-pair-detection
anaphor resolutionhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#anaphor-pair-analysis
added to chainshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#building-the-chains
https://patch-diff.githubusercontent.com/msg-systems/coreferee#2-interacting-with-the-data-model
introductionhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started-en
initial examplehttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started-en
https://patch-diff.githubusercontent.com/msg-systems/coreferee#3-how-it-works
https://patch-diff.githubusercontent.com/msg-systems/coreferee#31-general-operation-and-rules
https://patch-diff.githubusercontent.com/msg-systems/coreferee#311-anaphor-pair-analysis
neural ensemblehttps://patch-diff.githubusercontent.com/msg-systems/coreferee#the-neural-ensemble
introductionhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#getting-started-en
abovehttps://patch-diff.githubusercontent.com/msg-systems/coreferee#model-performance
https://patch-diff.githubusercontent.com/msg-systems/coreferee#312-noun-pair-detection
https://patch-diff.githubusercontent.com/msg-systems/coreferee#313-building-the-chains
https://patch-diff.githubusercontent.com/msg-systems/coreferee#32-the-neural-ensemble
anaphoric pairshttps://patch-diff.githubusercontent.com/msg-systems/coreferee#anaphor-pair-analysis
vector or context-sensitive tensorhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#model-performance
https://github.com/msg-systems/coreferee/blob/master/docs/nn_structure.png
https://patch-diff.githubusercontent.com/msg-systems/coreferee#4-adding-support-for-a-new-language
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https://patch-diff.githubusercontent.com/msg-systems/coreferee#5-adding-support-for-a-custom-spacy-model
preceding sectionhttps://patch-diff.githubusercontent.com/msg-systems/coreferee#adding-support-for-a-new-language
same training datahttps://patch-diff.githubusercontent.com/msg-systems/coreferee#model-performance
https://patch-diff.githubusercontent.com/msg-systems/coreferee#6-version-history
https://patch-diff.githubusercontent.com/msg-systems/coreferee#61-version-100
https://patch-diff.githubusercontent.com/msg-systems/coreferee#62-version-101
https://patch-diff.githubusercontent.com/msg-systems/coreferee#63-version-110
section 1.4.1https://patch-diff.githubusercontent.com/msg-systems/coreferee#covered-relevant-linguistic-features
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https://patch-diff.githubusercontent.com/msg-systems/coreferee#65-version-112
Pantalaymonhttps://github.com/Pantalaymon
https://patch-diff.githubusercontent.com/msg-systems/coreferee#66-version-113
Pantalaymonhttps://github.com/Pantalaymon
https://patch-diff.githubusercontent.com/msg-systems/coreferee#67-version-120
https://patch-diff.githubusercontent.com/msg-systems/coreferee#7-open-issues--requests-for-assistance
project within which Coreferee came into beinghttps://patch-diff.githubusercontent.com/msg-systems/coreferee#background-information
Readme https://patch-diff.githubusercontent.com/msg-systems/coreferee#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/msg-systems/coreferee#MIT-1-ov-file
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Releases 7https://patch-diff.githubusercontent.com/msg-systems/coreferee/releases
Coreferee v1.2.0 Latest May 6, 2022 https://patch-diff.githubusercontent.com/msg-systems/coreferee/releases/tag/v1.2.0
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