Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker --...
Transcript of Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker --...
![Page 1: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/1.jpg)
New content
The Internet
Using AI to keep Wikipedia open
Aaron Halfaker -- Wikimania 2018
Wikipedia-logo-v2.svg (CC-BY-SA 3.0)
![Page 2: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/2.jpg)
https://meta.wikimedia.org/wiki/User:Halfak_(WMF) (CC-BY-SA 3.0)
Halfaker,_Aaron_Sept_2013.jpg (CC-BY-SA 3.0)
![Page 3: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/3.jpg)
https://meta.wikimedia.org/wiki/User:Halfak_(WMF) (CC-BY-SA 3.0)
Halfaker,_Aaron_Sept_2013.jpg (CC-BY-SA 3.0)
![Page 4: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/4.jpg)
Halfaker,_Aaron_Sept_2013.jpg (CC-BY-SA 3.0)
![Page 5: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/5.jpg)
Halfaker,_Aaron_Sept_2013.jpg (CC-BY-SA 3.0)
![Page 6: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/6.jpg)
1. Openness vs. quality control
AHHHHHH!Turn it OFF!
New contentNew editors
![Page 7: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/7.jpg)
1. Openness vs. quality control
2. Scaling review process
AHHHHHH!Turn it OFF!
New contentNew editors
5s 10m 24h
![Page 8: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/8.jpg)
1. Openness vs. quality control
2. Scaling review process
3. Using AI to re-shape new article review
AHHHHHH!Turn it OFF!
New contentNew editors
5s 10m 24h
ORES
![Page 9: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/9.jpg)
Part 1Openness vs. quality control
AHHHHHH!Turn it OFF!
New content
![Page 10: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/10.jpg)
New contentThe
Internet
![Page 11: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/11.jpg)
OMG NEW CONTENT (enwiki)
● 160k edits to review / day[1]
● 1-2k new Article creations / day○ ~40k drafts need review & 200 new / day[2]
● 330k articles need cleanup[3]
● 1600 new editors / day[4]
1. http://quarry.wmflabs.org/query/4387
2. http://quarry.wmflabs.org/query/4386
3. http://quarry.wmflabs.org/query/4388
4. http://quarry.wmflabs.org/query/4389
![Page 12: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/12.jpg)
quality?
New contentThe
Internet
![Page 13: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/13.jpg)
New contentThe
Internet
QUALITY!
![Page 14: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/14.jpg)
New contentThe
Internet
QUALITY!“curators”
![Page 15: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/15.jpg)
Bad stuff
Good stuffNew content
The Internet
QUALITY!“curators”
![Page 16: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/16.jpg)
Bad stuff
Good stuffNew content
The Internet
QUALITY!“curators”
...backlog...
![Page 17: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/17.jpg)
Bad stuff
Good stuffNew content
The Internet
QUALITY!“curators”
...backlog...
![Page 18: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/18.jpg)
Good stuff
Bad stuff
New contentThe
Internet
QUALITY!“curators”
...backlog...
![Page 19: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/19.jpg)
Bad stuff
Good stuff
New contentThe
Internet
QUALITY!“curators”
...backlog...
![Page 20: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/20.jpg)
Bad stuff
Good stuff
New contentThe
Internet
“curators”
...backlog...
![Page 21: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/21.jpg)
Bad stuff
Good stuff
New contentThe
Internet
“curators”
BACKLOG!
AHHHHHH!Turn it OFF!
![Page 22: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/22.jpg)
In summary...
● Few curators + Small amount of new content → Small backlog
![Page 23: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/23.jpg)
In summary...
● Few curators + Small amount of new content → Small backlog
● More curators + Large amount of new content → Small backlog
![Page 24: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/24.jpg)
In summary...
● Few curators + Small amount of new content → Small backlog
● More curators + Large amount of new content → Small backlog
● More content than curators can handle → Pressure to close the wiki AHHHHHH!
Turn it OFF!
![Page 25: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/25.jpg)
If we don’t get this right, it’s very tempting to close Wikipedia off.
OOjs_UI_icon_lock.svg (MIT license)
![Page 26: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/26.jpg)
![Page 27: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/27.jpg)
#1 reason listed:“This would reduce the workload on New Page Patrollers”
![Page 28: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/28.jpg)
Part 2Scaling review process
![Page 29: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/29.jpg)
5seconds
1-10minutes
24+hours
New contentThe
Internet
![Page 30: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/30.jpg)
5seconds
1-10minutes
24+hours
Good stuff
Subtle problemsBad stuff
Obviously bad stuff
New contentThe
Internet
Strategy: Filter out everything in Special:RecentChanges
![Page 31: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/31.jpg)
5seconds
1-10minutes
24+hours
Good stuff
Subtle problemsBad stuff
Obviously bad stuff
New contentThe
Internet
Strategy: Filter out everything in Special:RecentChanges
Racial slurs, Curse words,Key mashes
![Page 32: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/32.jpg)
5seconds
1-10minutes
24+hours
Good stuff
Subtle problemsBad stuff
Obviously bad stuff
New contentThe
Internet
Strategy: Filter out everything in Special:RecentChanges
“___ is gay”,dubious claims,unexplained deletions
![Page 33: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/33.jpg)
5seconds
1-10minutes
24+hours
Good stuff
Subtle problemsBad stuff
Obviously bad stuff
New contentThe
Internet
Strategy: Filter out everything in Special:RecentChanges
Hoaxes,Undue weight,MOS issues
![Page 34: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/34.jpg)
5seconds
1-10minutes
24+hours
Good stuff
Subtle problemsBad stuff
Obviously bad stuff
New contentThe
Internet
Hoaxes,Undue weight,MOS issues
RC Patrollers
![Page 35: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/35.jpg)
Hoax or NotIs this edit good or bad?
Can you tell?
![Page 36: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/36.jpg)
![Page 37: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/37.jpg)
HOAX
![Page 38: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/38.jpg)
![Page 39: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/39.jpg)
HOAX
![Page 40: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/40.jpg)
![Page 41: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/41.jpg)
![Page 42: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/42.jpg)
✓
![Page 43: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/43.jpg)
![Page 44: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/44.jpg)
![Page 45: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/45.jpg)
Insight:Routing based on interest makes subtle judgement calls easier.
New content Watchlists
Topic-interested individuals
![Page 46: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/46.jpg)
Insight:Routing based on interest makes subtle judgement calls easier.
New content Watchlists
Topic-interested individuals
![Page 47: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/47.jpg)
Insight:Routing based on interest makes subtle judgement calls easier.
New content Watchlists
Topic-interested individuals
![Page 48: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/48.jpg)
5seconds
1-10minutes
24+hours
Good stuff
Subtle problemsBad stuff
Obviously bad stuff
New contentThe
Internet
Hoaxes,Undue weight,MOS issues
RC Patrollers
![Page 49: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/49.jpg)
5seconds
1-10minutes
24+hours
RC Patrollers
Bad stuffObviously bad stuff
Probably good
Subtle problems
New contentThe
Internet
Goodstuff
Hoaxes,Undue weight,MOS issues
Watchlists
![Page 50: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/50.jpg)
RC Patrollers
Watchlists
![Page 51: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/51.jpg)
https://commons.wikimedia.org/wiki/File:Flickr_-_Official_U.S._Navy_Imagery_-_Sailor%27s_daughter_operates_a_fire_hose_with_crew_member_assistance..jpg
RC Patrollers
Watchlists
![Page 52: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/52.jpg)
https://commons.wikimedia.org/wiki/File:Flickr_-_Official_U.S._Navy_Imagery_-_Sailor%27s_daughter_operates_a_fire_hose_with_crew_member_assistance..jpg
AHHHHHH!Turn it OFF!
RC Patrollers
Watchlists
![Page 53: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/53.jpg)
ORES.editquality.recentchanges_split_(enwiki).svg (CC-BY-SA 3.0)
![Page 54: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/54.jpg)
Subtle problems
Bad stuff
Obviously bad stuff
Not obviously bad
New contentThe
Internet
Goodstuff
Probably good
5seconds
1-10minutes
24+hours
RC patrollerswatch-list-ersbots
Edit review filter
![Page 55: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/55.jpg)
Subtle problems
Bad stuff
Obviously bad stuff
Not obviously bad
New contentThe
Internet
Goodstuff
Probably good
5seconds
1-10minutes
24+hours
RC patrollers
watch-list-ers
bots
Edit review filter
Artificial.intelligence.jpg (public domain)
![Page 56: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/56.jpg)
RC patrollerswatch-list-ers
bots
Geiger, R. S., & Halfaker, A. (2013, August). When the levee breaks: without bots, what happens to Wikipedia's quality control processes?. In Proceedings of the 9th International Symposium on Open Collaboration (p. 6). ACM.
Edit review filter
![Page 57: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/57.jpg)
Strainer_MET_98065.jpg (CC0)
Edit review process
● Fast● High capacity
![Page 58: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/58.jpg)
Edit review process
● Fast● High capacity
Reduces the pressure to close off contribution
![Page 59: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/59.jpg)
Firehose of 1500 newarticles per
day
The Internet
New page patrol process
![Page 60: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/60.jpg)
Firehose of 1500 newarticles per
day
The Internet
patrollersNew page patrol process
![Page 61: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/61.jpg)
Subtle problemsBad stuff
Really bad stuff
Firehose of 1500 newarticles per
day
The Internet
Goodstuff
patrollersNew page patrol process
![Page 62: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/62.jpg)
Subtle problemsBad stuff
Really bad stuff
Firehose of 1500 newarticles per
day
The Internet
Goodstuff
patrollersNew page patrol process
![Page 63: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/63.jpg)
Bad stuffReally bad stuff
Firehose of 1500 newarticles per
day
The Internet Backlog
patrollers
Good stuff
Subtle problems
New page patrol process
![Page 64: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/64.jpg)
Good stuff
Really bad stuff
Firehose of 1500 newarticles per
day
The Internet Backlog
patrollers
Subtle problems
Bad stuff
New page patrol process
![Page 65: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/65.jpg)
Good stuff
Really bad stuff
Firehose of 1500 newarticles per
day
The Internet Backlog
patrollers
Subtle problemsBad stuff
New page patrol process
![Page 66: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/66.jpg)
Good stuff
Really bad stuff
Firehose of 1500 newarticles per
day
The Internet
patrollersNew page patrol process AHHHHHH!
Turn it OFF!
Backlog
Subtle problemsBad stuff
![Page 67: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/67.jpg)
https://commons.wikimedia.org/wiki/File:Strainer_MET_98065.jpg (CC0)
https://commons.wikimedia.org/wiki/File:Gootsteenstop.png (PD)
Bad stuffReally bad stuff
The Internet
Subtle problems
Edit review process
Subtle problemsBad stuff
Really bad stuff
The Internet Backlog
New page patrol process
![Page 68: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/68.jpg)
![Page 69: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/69.jpg)
Part 3Using AI to re-shape new
article review
ORES
![Page 70: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/70.jpg)
Obviously bad stuff Bad stuff
![Page 71: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/71.jpg)
Obviously bad stuff Bad stuff
![Page 72: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/72.jpg)
● G3: Pure vandalism and blatant hoaxes● G11: Unambiguous advertising or promotion● G10: Attack pages
Obviously bad stuff Bad stuff
![Page 73: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/73.jpg)
Obviously bad stuff
1.5k new pages
![Page 74: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/74.jpg)
Subtle problems
![Page 75: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/75.jpg)
Subtle problems
![Page 76: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/76.jpg)
Subtle problems
Probably good edits Watchlists
Topic-interested individuals
![Page 77: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/77.jpg)
Subtle problems
Probably good edits Watchlists
Topic-interested individuals
Very difficult to watch pages before they are created...
![Page 78: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/78.jpg)
Subtle problems
Probably good edits Watchlists
Topic-interested individuals
![Page 79: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/79.jpg)
Topic modeling in ORES
https://en.wikipedia.org/w/index.php?title=Alan_Turing&oldid=234785 (CC-BY-SA)
ORES
![Page 80: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/80.jpg)
Topic modeling in ORES
https://en.wikipedia.org/w/index.php?title=Alan_Turing&oldid=234785 (CC-BY-SA)
Biography
Technology
Philosophy
Europe
ORES
![Page 81: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/81.jpg)
Topic modeling in ORES
https://en.wikipedia.org/w/index.php?title=Alan_Turing&oldid=234785 (CC-BY-SA)
Biography
Technology
Philosophy
Europe
ORES
![Page 82: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/82.jpg)
![Page 83: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/83.jpg)
![Page 84: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/84.jpg)
Culture and arts Geography History and society STEM
Arts Music Performing Plastic VisualBroadcastingCrafts and hobbiesEntertainment Games and toysFood and drinkInternet cultureLanguage and lit. Linguistics BiographyMediaPhilosophy and rel.Sports
Bodies of waterCitiesCountries Africa Americas Asia Europe OceaniaLandformsMapsParks & cons.
History and societyBusiness and econ.EducationMilitary and warfarePolitics and gov.Transportation
ScienceBiologyChemistryEconomicsEngineeringGeosciencesMedicineInformation scienceMathematicsMeteorologyPhysicsSpaceTechnologyTimeWomen's health
![Page 85: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/85.jpg)
Culture and arts Geography History and society STEM
Arts Music Performing Plastic VisualBroadcastingCrafts and hobbiesEntertainment Games and toysFood and drinkInternet cultureLanguage and lit. Linguistics BiographyMediaPhilosophy and rel.Sports
Bodies of waterCitiesCountries Africa Americas Asia Europe OceaniaLandformsMapsParks & cons.
History and societyBusiness and econ.EducationMilitary and warfarePolitics and gov.Transportation
ScienceBiologyChemistryEconomicsEngineeringGeosciencesMedicineInformation scienceMathematicsMeteorologyPhysicsSpaceTechnologyTimeWomen's health
![Page 86: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/86.jpg)
Culture and arts Geography History and society STEM
Arts Music Performing Plastic VisualBroadcastingCrafts and hobbiesEntertainment Games and toysFood and drinkInternet cultureLanguage and lit. Linguistics BiographyMediaPhilosophy and rel.Sports
Bodies of waterCitiesCountries Africa Americas Asia Europe OceaniaLandformsMapsParks & cons.
History and societyBusiness and econ.EducationMilitary and warfarePolitics and gov.Transportation
ScienceBiologyChemistryEconomicsEngineeringGeosciencesMedicineInformation scienceMathematicsMeteorologyPhysicsSpaceTechnologyTimeWomen's health
![Page 87: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/87.jpg)
Culture and arts Geography History and society STEM
Arts Music Performing Plastic VisualBroadcastingCrafts and hobbiesEntertainment Games and toysFood and drinkInternet cultureLanguage and lit. Linguistics BiographyMediaPhilosophy and rel.Sports
Bodies of waterCitiesCountries Africa Americas Asia Europe OceaniaLandformsMapsParks & cons.
History and societyBusiness and econ.EducationMilitary and warfarePolitics and gov.Transportation
ScienceBiologyChemistryEconomicsEngineeringGeosciencesMedicineInformation scienceMathematicsMeteorologyPhysicsSpaceTechnologyTimeWomen's health
![Page 88: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/88.jpg)
Hand-wavey Feature Engineering for my ML Friends● Features: 300 cell vector based on word2vec
…
● Estimator: GradientBoosting (one vs rest strategy)
![Page 89: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/89.jpg)
Hand-wavey statistics for my ML Friends
TL;DR: It really works well -- even on the drafty first revisions of articles!
![Page 90: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/90.jpg)
The ORES vision for article draft review
![Page 91: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/91.jpg)
The ORES vision for article draft review
Released:July, 2017
![Page 92: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/92.jpg)
The ORES vision for article draft review
Released:July, 2017
Released:March, 2018
![Page 93: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/93.jpg)
Roger_Bamkin_y_Rosie_Stephenson-Goodknight_en_Wikimania_2015_22.JPG (CC-BY-SA 4.0)
![Page 94: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/94.jpg)
Mary Wollstonecraft by John Opie (c. 1797).jpg (PD)
![Page 96: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/96.jpg)
New Editors
+MoreNew Editors
=People like:
![Page 97: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/97.jpg)
New Editors
+MoreNew Editors
=
andLess hard work for page patrollers
People like:
![Page 98: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/98.jpg)
Disclaimer: Rosiestep has not reviewed or endorsed this presentation or the modeling project I have described.
I had one conversation with Rosiestep at Wikimania’17 and I happen find her and her work inspiring -- so I thought she made for a great example.
She deserves some of the credit, but none of the blame for what I’m talking to you about.
![Page 99: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/99.jpg)
We have the models...
![Page 100: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/100.jpg)
We have the models...
Now we need product integration.
![Page 101: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/101.jpg)
We have the models...
Now we need product integration.
![Page 102: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/102.jpg)
We have the models...
Now we need product integration.
![Page 103: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/103.jpg)
We have the models...
Now we need product integration.User:SQLBot
![Page 104: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/104.jpg)
New content
Thanks!Props to Sumit Asthana for doing most of the hard work.
Aaron Halfaker
EpochFail/halfak
SCIENCE
SCIENCE
SCIENCESCIENCE
SCIENCESCIENCE SCIENCE
![Page 105: Internet The open - Wikimedia€¦ · Internet Using AI to keep Wikipedia open Aaron Halfaker -- Wikimania 2018 ... (MIT license) #1 reason listed: “This would reduce the workload](https://reader030.fdocuments.net/reader030/viewer/2022040609/5ecbf6837128b237ed0fff2f/html5/thumbnails/105.jpg)
● Expanding beyond English Wikipedia
● Other workflows that are struggling
● Demo some of these AIs -- what is ORES anyway?