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?[edit]

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[edit]

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

ORES models[edit]

ORES model cards

Project	Article quality	Draft quality	Damaging edit	Goodfaith edit	Revert risk	Article topic	Draft topic
arwiki	no model	no model	model card	model card	no model	model card	no model
bnwiki	no model	no model	no model	no model	model card	no model	no model
bswiki	no model	no model	model card	model card	no model	no model	no model
cawiki	no model	no model	model card	model card	no model	no model	no model
cswiki	no model	no model	model card	model card	no model	model card	no model
dewiki	no model	no model	model card	model card	no model	no model	no model
elwiki	no model	no model	no model	no model	model card	no model	no model
enwiki	model card	model card	model card	model card	no model	model card	model card
enwiktionary	no model	no model	no model	no model	model card	no model	no model
eswiki	no model	no model	model card	model card	no model	no model	no model
eswikibooks	no model	no model	model card	model card	no model	no model	no model
eswikiquote	no model	no model	model card	model card	no model	no model	no model
etwiki	no model	no model	model card	model card	no model	no model	no model
euwiki	model card	no model	no model	no model	no model	model card	no model
fawiki	model card	no model	model card	model card	no model	no model	no model
fiwiki	no model	no model	model card	model card	no model	no model	no model
frwiki	model card	no model	model card	model card	no model	no model	no model
glwiki	model card	no model	no model	no model	model card	no model	no model
hewiki	no model	no model	model card	model card	no model	no model	no model
hiwiki	no model	no model	model card	model card	no model	no model	no model
hrwiki	no model	no model	no model	no model	model card	no model	no model
huwiki	no model	no model	model card	model card	no model	model card	no model
hywiki	no model	no model	no model	no model	no model	model card	no model
idwiki	no model	no model	no model	no model	model card	no model	no model
iswiki	no model	no model	no model	no model	model card	no model	no model
itwiki	no model	no model	model card	model card	no model	no model	no model
jawiki	no model	no model	model card	model card	no model	no model	no model
kowiki	no model	no model	model card	model card	no model	model card	no model
lvwiki	no model	no model	model card	model card	no model	no model	no model
nlwiki	model card	no model	model card	model card	no model	no model	no model
nowiki	no model	no model	model card	model card	no model	no model	no model
plwiki	no model	no model	model card	model card	no model	no model	no model
ptwiki	model card	model card	model card	model card	no model	no model	no model
rowiki	no model	no model	model card	model card	no model	no model	no model
ruwiki	model card	no model	model card	model card	no model	no model	no model
sqwiki	no model	no model	model card	model card	no model	no model	no model
srwiki	no model	no model	model card	model card	no model	model card	no model
svwiki	model card	no model	model card	model card	no model	no model	no model
tawiki	no model	no model	no model	no model	model card	no model	no model
trwiki	model card	no model	model card	model card	no model	no model	no model
ukwiki	model card	no model	model card	model card	no model	model card	no model
viwiki	no model	no model	no model	no model	model card	model card	no model
wikidata	model card	no model	model card	model card	no model	model card	no model
zhwiki	no model	no model	model card	model card	no model	no model	no model

All model cards[edit]

Proposed models[edit]

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

Deprecated models[edit]

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

Planned model cards[edit]

Revscoring models (migrated from ORES)[edit]

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[edit]

Model Name	Model Class
revertrisk	experimental
nsfw	experimental

Create a model card[edit]

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/