Machine learning models

As part of ongoing work to make open source, transparent, human-centered machine learning, the Wikimedia Foundation is seeking to create on-wiki model cards for every model hosted on WMF servers.

Model cards were originally proposed in Mitchell et. al 2018 to be the primary documentation about a model. They report on the reasons why a model was made, proper and improper use cases, and model evaluation scores, especially for marginalized groups.

Model cards are also the main point of community governance for WMF-hosted machine learning models. The goal is to create an on-wiki space (on the talk page of each model card) where the individuals can discuss and make decisions about the machine learning models that help govern their communities.

ORES data, models, and model training performances are available in the ores-data repository on Gitlab.

What is this page?

This is a homepage that lists all proposed, production, and deprecated (no longer used) machine learning model cards for models that are hosted by the Wikimedia Foundation.

Articles that are sub-pages of this page serve as centralized, comprehensive, high-level summaries of models. Their talk pages are hubs for conversation about models.

Production models

These models are currently in production and serving predictions to various services across WMF.

Revscoring models

Revscoring model cards table
Project Article quality Draft quality Damaging edit Goodfaith edit Revert risk Article topic Draft topic
arwikino modelno modelmodel cardmodel cardno modelmodel cardno model
bnwikino modelno modelno modelno modelmodel cardno modelno model
bswikino modelno modelmodel cardmodel cardno modelno modelno model
cawikino modelno modelmodel cardmodel cardno modelno modelno model
cswikino modelno modelmodel cardmodel cardno modelmodel cardno model
dewikino modelno modelmodel cardmodel cardno modelno modelno model
elwikino modelno modelno modelno modelmodel cardno modelno model
enwikimodel cardmodel cardmodel cardmodel cardno modelmodel cardmodel card
enwiktionaryno modelno modelno modelno modelmodel cardno modelno model
eswikino modelno modelmodel cardmodel cardno modelno modelno model
eswikibooksno modelno modelmodel cardmodel cardno modelno modelno model
eswikiquoteno modelno modelmodel cardmodel cardno modelno modelno model
etwikino modelno modelmodel cardmodel cardno modelno modelno model
euwikimodel cardno modelno modelno modelno modelmodel cardno model
fawikimodel cardno modelmodel cardmodel cardno modelno modelno model
fiwikino modelno modelmodel cardmodel cardno modelno modelno model
frwikimodel cardno modelmodel cardmodel cardno modelno modelno model
glwikimodel cardno modelno modelno modelmodel cardno modelno model
hewikino modelno modelmodel cardmodel cardno modelno modelno model
hiwikino modelno modelmodel cardmodel cardno modelno modelno model
hrwikino modelno modelno modelno modelmodel cardno modelno model
huwikino modelno modelmodel cardmodel cardno modelmodel cardno model
hywikino modelno modelno modelno modelno modelmodel cardno model
idwikino modelno modelno modelno modelmodel cardno modelno model
iswikino modelno modelno modelno modelmodel cardno modelno model
itwikino modelno modelmodel cardmodel cardno modelno modelno model
jawikino modelno modelmodel cardmodel cardno modelno modelno model
kowikino modelno modelmodel cardmodel cardno modelmodel cardno model
lvwikino modelno modelmodel cardmodel cardno modelno modelno model
nlwikimodel cardno modelmodel cardmodel cardno modelno modelno model
nowikino modelno modelmodel cardmodel cardno modelno modelno model
plwikino modelno modelmodel cardmodel cardno modelno modelno model
ptwikimodel cardmodel cardmodel cardmodel cardno modelno modelno model
rowikino modelno modelmodel cardmodel cardno modelno modelno model
ruwikimodel cardno modelmodel cardmodel cardno modelno modelno model
sqwikino modelno modelmodel cardmodel cardno modelno modelno model
srwikino modelno modelmodel cardmodel cardno modelmodel cardno model
svwikimodel cardno modelmodel cardmodel cardno modelno modelno model
tawikino modelno modelno modelno modelmodel cardno modelno model
trwikimodel cardno modelmodel cardmodel cardno modelno modelno model
ukwikimodel cardno modelmodel cardmodel cardno modelmodel cardno model
viwikino modelno modelno modelno modelmodel cardmodel cardno model
wikidatamodel cardno modelmodel cardmodel cardno modelmodel cardno model
zhwikino modelno modelmodel cardmodel cardno modelno modelno model

All model cards

Proposed models

These models have not yet been put into production but have been proposed by ML contributors.

Deprecated models

These models were previously in production, but have since been deprecated.

Category:Machine learning models

Planned model cards

Revscoring models (migrated from ORES)

Model Type Model Name
draftquality enwiki-draftquality, ptwiki-draftquality
reverted bnwiki-reverted, elwiki-reverted, enwiktionary-reverted, glwiki-reverted, hrwiki-reverted, idwiki-reverted, iswiki-reverted, tawiki-reverted, viwiki-reverted

Others

Model Name Model Class
revertrisk experimental
nsfw experimental

Create a model card

The input box below provides a shortcut to creating a model card with the required formatting by preloading Machine learning models/Model card template.

For a more permanent version of the model card template that can live outside the wikitext editor, you can make a copy of this Google doc.

Once you are done editing your model card, please reach out to the WMF Machine Learning team for next steps on getting your model into production.

Note: In order to properly follow the prompts in this template, you will need to edit using raw wikitext, not Visual Editor.

Creates a page with the prefix: Machine learning models/Proposed/
Category:Machine learning models