OffensEval 2020 — English

A Twitter (OffensEval 2020 — English) dataset of 3,887 English tweets (1,080 offensive, 2,807 non-offensive), collected by Zampieri et al. for SemEval-2020 Task 12. Each record contains tweet text, binary offensive label (OFF/NOT), split (train/test). OffensEval 2020 English — part of the most popular SemEval task of all time (528 teams), enabling multilingual offensive language research. Suitable for offensive language detection, multilingual NLP, cross-lingual transfer learning, content moderation benchmarking.

#Offenseval#Offensive language#Semeval#Shared task

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Analytics

Content metrics

3,887 records scored

is offensive27.8% true
true 27.8%false 72.2%
6.0
Flesch–Kincaid grade
US school grade level
5.6
Automated readability index
Frequent terms
userlikeloveshitdongoodpeoplefuckthankbestdayknowtimethinkneednewwanttodayassdisgustinggotwayfuckinghaterightgoingthankslifewaitampletworkmansickdickhappygodgreatpersonfollowliarsucksfeellolsucktrumplookyesbetterthing
Topic clusters

Topic 0

love
look
heart
good
hair
feel
beautiful
way

Topic 1

day
birthday
morning
today
week
happy
summer
good

Topic 2

liar
trump
lie
white
president
hate
obama
racist

Topic 3

arsenal
team
win
season
club
good
game
sign

Topic 4

wait
time
check
account
ago
email
number
change

Topic 5

fuck
bitch
shit
shut
niggas
nigga
talk
ass

Topic 6

disgusting
human
hate
man
ashamed
disgust
woman
vile

Topic 7

tweet
twitter
follow
tag
retweet
account
suspend
ask

Topic 8

think
read
know
hear
change
listen
need
answer

Topic 9

pussy
dick
suck
sex
eat
wanna
like
cock

Topic 10

thank
sir
hope
congrats
congratulation
appreciate
share
work

Topic 11

movie
watch
bts
video
mpn
film
wait
boywithluv
Top hashtags
#mpn10
#bts9
#wewantverithanamupdate9
#afc7
#happybirthdaydipika7
#army6
#boywithluv6
#article3704
#bbnaija4
#moscowmitch4
#48yearsofmammoottysm3
#dearvivoree3
#inspiremytuesday3
#mtvhottest3
#nerkondapaarvai3
#nowplaying3
#twoyearswithwannaone3
#verithanam3
#우리워너원_이주년_축하해3
#992racks2
Top emoji
😂177
😭108
🤣69
😍43
🥺32
🔥31
🏻29
💜27
💯26
😔26
🙄25
🏽22
🏾22
😩22
🤦22

Computed over the full corpus.

Record

Catalog key
offenseval2020-en
Authors
Zampieri, Marcos; Nakov, Preslav; Rosenthal, Sara; Atanasova, Pepa; Karadzhov, Georgi; Mubarak, Hamdy; Derczynski, Leon; Pitenis, Zeses; Coltekin, Cagri
Year
2020
Source paper
SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)
DOI / arXiv
10.18653/v1/2020.semeval-1.188
License
CC BY 4.0 (CC-BY-4.0)
Records
3,887
Languages
en
Collected
2020 (2020s)
Tasks
Toxicity detection (binary; is_offensive) inferred
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://huggingface.co/datasets/strombergnlp/offenseval_2020 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-02, 366.4 KB across 2 files. Checksums in MANIFEST.json.

Citations

SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)
Marcos Zampieri, Preslav Nakov, Sara Rosenthal, Pepa Atanasova, Georgi Karadzhov
Journal Article · International Workshop on Semantic Evaluation · 2020

545
citations
well cited
49
influential citations
9% of all citations

Cited by

Show all 10

Citation data from Semantic Scholar, retrieved 2026-10-19.

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}
}

@inproceedings{zampieri2020semeval,
  title     = {SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)},
  author    = {Zampieri, Marcos and Nakov, Preslav and Rosenthal, Sara and Atanasova, Pepa and Karadzhov, Georgi and Mubarak, Hamdy and Derczynski, Leon and Pitenis, Zeses and Coltekin, Cagri},
  booktitle = {SemEval},
  year      = {2020}
}

APA

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

Zampieri, M., Nakov, P., Rosenthal, S., Atanasova, P., Karadzhov, G., Mubarak, H., Derczynski, L., Pitenis, Z., & Coltekin, C. (2020). OffensEval 2020 — English [Data set]. https://doi.org/10.18653/v1/2020.semeval-1.188

MLA

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

Zampieri, Marcos, et al. OffensEval 2020 — English. 2020, doi.org/10.18653/v1/2020.semeval-1.188.

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