Fakeddit: Multimodal Fake News Detection

A Fakeddit (multimodal fake news benchmark) dataset of 965,647 Reddit submissions with text, images and metadata, collected by Nakamura et al. via the Reddit API (2020). Each record holds the post title, text, image URL, comment count, score, timestamp and 2-, 3- and 6-way veracity labels (6-way: true, satire/parody, misleading content, imposter content, false connection, manipulated content). Suitable for fake news detection, multimodal learning and misinformation classification.

#Multimodal#Satire

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Analytics

Content metrics

965,647 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

labelavg 1.48 / 5
0std 1.725
scoreμ 342.1 ± 2.8K
min -950max 137.2K
created utcμ 1.5B ± 67.8M
min 1.2Bmax 1.6B
8.0
Flesch–Kincaid grade
US school grade level
8.8
Automated readability index
Frequent terms
psbattlemanlikenewfounddogcatlooksoldtrumpwomanpolicecolorizedyearguypostpeopletimehappycardayworldsayswayyearslittlediscussionshousedonbabyfacegirllookschoollifewargotcutoutscircawaterhomeworkphototreepicture2018whitelookingposter2019
Topic clusters

Topic 0

police
arrest
man
officer
cop
shoot
steal
woman

Topic 1

time
day
forget
pass
later
clock
submission
ask

Topic 2

cat
psbattle
kitten
kitty
yawn
stand
hold
sit

Topic 3

psbattle
player
soccer
football
ball
rugby
mid
nfl

Topic 4

dog
psbattle
puppy
pet
catch
gorilla
dogs
owner

Topic 5

tree
grow
flower
leaf
plant
tomato
strawberry
carrot

Topic 6

toilet
bathroom
box
sign
paper
shower
urinal
restroom

Topic 7

light
wall
pencil
building
look
room
wallpaper
like

Topic 8

hitler
colorized
german
soldier
colorize
nazi
circa
adolf

Topic 9

game
movie
fun
play
race
fight
thanos
shot

Topic 10

moon
plane
nasa
flight
beach
apollo
planet
lake

Topic 11

trump
donald
president
mueller
white
house
lawyer
campaign
Show all 45 topics

Topic 12

cutout
cut
grown
scissor
recreate
hole
leg
attempt

Topic 13

guy
man
poor
dad
dude
kid
girl
think

Topic 14

car
chair
door
seat
mirror
wheel
parking
plate

Topic 15

poster
soviet
propaganda
ussr
war
communist
anti
stalin

Topic 16

discussion
imaginary
thread
paper
local
day

Topic 17

nsfw
donate
cancer
woman
mom
donor
year
kidney

Topic 18

dat
hurricane
waka
sir
ass
imma
landfall
fracke

Topic 19

coin
pay
dollar
money
job
employee
card
year

Topic 20

obama
hillary
clinton
joe
barack
debate
president
vote

Topic 21

spider
bird
frog
big
caterpillar
parrot
nest
butterfly

Topic 22

beer
coffee
label
straw
bottle
cup
tea
lid

Topic 23

hand
hair
finger
arm
thumb
head
tie
little

Topic 24

guy
psbattle
man
jump
balloon
climbing
shirt
skateboard

Topic 25

cloud
sunset
sky
sun
sunrise
canyon
iceland
grand

Topic 26

photoshop
camera
art
image
painting
pixel
picture
xbox

Topic 27

fuck
bad
sad
bitch
shit
wtf
fucking
dammit

Topic 28

happy
smile
banana
heater
happiness
camper
glad
wood

Topic 29

fire
burn
scream
flame
museum
blaze
incense
destroy

Topic 30

album
cover
soon
classic
edition
original
let
weezer

Topic 31

creepy
scary
scared
shock
terrified
super
evil
fear

Topic 32

korea
kim
north
jong
korean
south
leader
meeting

Topic 33

syrian
refugee
isis
terrorist
rally
kkk
syria
syrians

Topic 34

bus
drive
nap
sleep
odometer
driver
metro
marines

Topic 35

cake
potato
bread
donut
bake
chip
chocolate
pancake

Topic 36

ban
marijuana
cannabis
drunk
plastic
cocaine
monsanto
fda

Topic 37

idea
think
mind
thought
belong
reason
good
intelligent

Topic 38

war
vietnam
soldier
afghanistan
battle
general
prepare
cong

Topic 39

song
beatles
concert
john
lennon
sing
paris
impala

Topic 40

dinner
steak
cheese
sushi
eat
salad
cook
tasty

Topic 41

jesus
christ
church
preacher
resurrect
mosque
flag
japan

Topic 42

alien
face
swap
beauty
obligatory
brick
tom
holm

Topic 43

hey
welcome
home
hello
nice
friend
wink
come

Topic 44

pope
francis
bill
nye
priest
cosby
bless
catholic
Top hashtags
#19
#24
#metoo4
#0392
#1802
#2882
#32322
#42
#101
#10001
#1181
#151
#1571
#191
#1961
#2061
#2181
#221
#2261
#2411
Top emoji
🙋12
🔥11
😂9
🤔9
🌞6
👌4
😧4
😱4
🤘4
🇳3
🇿3
🌈3
🍊3
🏽3
🏾3
674.9K
Images

Sampled: text metrics from 50K of 965.6K records; topic model from 20K.

Record

Catalog key
fakeddit
Authors
Nakamura, Kai; Levy, Sharon; Wang, William Yang
Year
2019
Source paper
r/Fakeddit: A New Multimodal Benchmark Dataset for Fine-grained Fake News Detection
DOI / arXiv
10.48550/arXiv.1911.03854
License
Academic use (see GitHub) (LicenseRef-Research-Only)
Records
965,647
Text corpus
post text
Languages
en
Collected
2020 (2020s)
Tasks
Fake news detection (multi-class; label) inferred
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://github.com/entitize/Fakeddit link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 264.1 MB across 3 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@misc{https://doi.org/10.48550/arxiv.1911.03854,
  doi       = {10.48550/ARXIV.1911.03854},
  url       = {https://arxiv.org/abs/1911.03854},
  author    = {Nakamura, Kai and Levy, Sharon and Wang, William Yang},
  keywords  = {Computation and Language (cs.CL), Computers and Society (cs.CY), Information Retrieval (cs.IR), FOS: Computer and information sciences, FOS: Computer and information sciences},
  title     = {r/Fakeddit: A New Multimodal Benchmark Dataset for Fine-grained Fake News Detection},
  publisher = {arXiv},
  year      = {2019},
  copyright = {arXiv.org perpetual, non-exclusive license}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Nakamura, K., Levy, S., & Wang, W. Y. (2019). Fakeddit: Multimodal Fake News Detection [Data set]. https://doi.org/10.48550/arXiv.1911.03854

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Nakamura, Kai, et al. Fakeddit: Multimodal Fake News Detection. 2019, doi.org/10.48550/arXiv.1911.03854.

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