cardiffnlp/tweet-topic-base-multilingual
Text Classification
•
0.3B
•
Updated
•
63
•
1
Datasets:
Dataset Viewer
id
string | text
string | label_name_flatten
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|---|---|---|---|---|
1433067114491953152 | Trolling and impersonating as boys is not funny! It has been repeated many times to not to be done! | Diaries & Daily Life, Science & Technology | [
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1433248308043161600 | i don't /know/ why i'm here. thanks.
i came here at first by accident, as the human i was watching over idiotically crashed our ship,
but now i'm here without any warning at all. | Diaries & Daily Life, Music | [
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1433308706951815168 | We heard Thomas the Tank Engine wears an FFS tank top to Tank Top Thursdays so you should too.
#ffsgyms #tanktopthursday | Fitness & Health, Sports | [
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1433399302920019968 | Wakka: What are saved me such a business with ya! (Leaps off Guado are my first round! We’ll see them. | Business & Entrepreneurs, Youth & Student Life | [
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1433489900708433920 | foaming at the mouth and edging looking at the proposed amtrak expansion | Diaries & Daily Life, Youth & Student Life | [
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1433489900859449344 | Thank you cross for been there for Angel ❤️ a fav i Stan #BBNaijaShineYaEye | Music | [
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1433520099147714560 | Opportunities come all the time, people just miss them because they think they are “not ready.” Jump, you will learn on the go. | Diaries & Daily Life, News & Social Concern | [
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1433520099504365568 | It's absolutely wild how hard you have to work to get Rails installed on a new Mac | Diaries & Daily Life, Gaming | [
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1433550298346307584 | Let’s pray that our Queen is on #CertifiedLoverBoy #CLB 🌹🤍 | Celebrity & Pop Culture, Relationships | [
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1433610696780967936 | I really want to like country music but idk where to start 🙃😩 | Relationships | [
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1434063680505778176 | The other night I suffered from a seizure for the first time. I don’t have a history of them and I’m not sure what caused it but it was a terrifying experience and I’ve been having tests done.
Prayers/good vibes appreciated. | Diaries & Daily Life, Fitness & Health | [
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1434154278130642944 | I treat people how they treat me, if you're consistent, I'll be consistent, if you make no effort ,neither will I . | Diaries & Daily Life, Music | [
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1434546864334966784 | Tems and Wizkid didn’t need to add Bieber to ‘Essence’. The original is Perfect 🤩 | Celebrity & Pop Culture, Relationships | [
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1434607262836867072 | living with my cousins has been...something for sure lmao | Family, Music | [
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1434607263319212032 | I also stan all the members of one direction mainly Harry and Zayn | Celebrity & Pop Culture, Diaries & Daily Life, Relationships | [
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1435150844194852864 | Have no issue at all with an increase in NI, and will happily pay. However, where’s all that money from the side of the bus? | Diaries & Daily Life, Science & Technology | [
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1435150844819750912 | goign to a euphoria themed party in a month pls drop outfit or makeup ideas | Celebrity & Pop Culture, Diaries & Daily Life, Fashion & Style, Other Hobbies | [
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1435332038781976576 | I’ve come to realize that my football heart has dual citizenship. I’m a Dutch Catalonian at my core. | Sports | [
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1435332039193018368 | I'm so happy and grateful 💜 my v old, v small dog had to have teeth removal surgery yesterday cause they got infected and he got very sick. And I just was convinced I wasn't gonna get him back, I mean.. Wouldn't have been surprising. But it went smooth and he woke up!!! 🤩🥰 | Diaries & Daily Life, Family | [
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1435422636100685824 | This new Nic Cage slasher on Netflix is unwatchable bleh | Diaries & Daily Life, Film, TV & Video | [
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1435483034145394688 | Volunteer force Pakistan is working for the betterment of our society or we may say our country. We are the force that can do amazing things by our will power. so its a great oppurtunity to learn different things.
#CreativeLeadershipConference | Science & Technology | [
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1435513231615741952 | This year's exciting birthday trip will be... #cycling to #Tuas 😅 | Diaries & Daily Life, Travel & Adventure | [
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1435513231875854336 | Please, treat yourself to some food if you haven't eaten in a while! | Fitness & Health, Food & Dining | [
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1435603829593034752 | shopping wid mom is all fun until she gets confused what to buy. | Diaries & Daily Life, Family | [
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1435966217437675520 | I’ve been given the keys, my loves. I think I have no other choice. | Youth & Student Life | [
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1436056814009921536 | *sigh*...What a boring movie...It was just so bland...I almost nodded off multiple times. | Diaries & Daily Life, Film, TV & Video | [
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1436087013694976000 | 3 weeks in Rome: ⚽️⚽️🇮🇹
Started playing with my Series C pro soccer team…everyone speaks straight Italian including the coaches…**Becomes visual learner**
Also apparently “Caileigh” is hard to say in Italian so my name is officially “KIWI” | Diaries & Daily Life, Sports | [
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1436207808433827840 | HGV legal driving hours is 9 hours, maximum, with a 45 minute break after 4.5 hours. This does not include any waiting time to load or unload. As a former (now retired) HGV driver, I regularly worked more than the legal 13 hours a day permitted. MP's do not know what work is! | Diaries & Daily Life, Youth & Student Life | [
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1436268206784749568 | Well I’m up @Thomas_comma_S but I think we are going to the rink, so I might not be able to watch ladies | Diaries & Daily Life, Sports | [
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1436358804887818240 | I might not be a consistent friend, but I sure make the time to check up on them at least once a week. | Diaries & Daily Life, Music | [
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1436479600268349440 | When two people who have nothing in common the conversations are so funny.
"Yah, I knew someone that knew a guy that likes that show!" Low key would never watch it.
"Yeah I dated someone that played that all the time, it's cool!" They hate that game. | Diaries & Daily Life, Film, TV & Video, Science & Technology, Music | [
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1436509799454150656 | The Left are demanding harsher penalties for damaging the environment but are doing nothing about people who put pineapple on pizzas. | Diaries & Daily Life, Science & Technology | [
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1436509799760416768 | *my sister and I drinking wine on the balcony*
Me: I’m getting buzzed, but I could be drunker.
My sister: yeah, I feel like I’m cruising but I should be speeding!
🤣🤣🤣🤣🤣🤣 | Diaries & Daily Life, Family, Music | [
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1436721192161796096 | Wala bang may gustong ka-cuddle ako tonight as a friend? Hahaha | Diaries & Daily Life, Music | [
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1436721192279367680 | Is it weird to want to draw fan art of something you helped summon? 🐐
Asking for a friend | Arts & Culture | [
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1436781590374387712 | ♡ ♡
put this on your profile
and who feels happy
to be your mutual
will comment
♡ ♡ | Music | [
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1436872186501890048 | “A parasitic relationship is one in which one organism, the parasite, lives off of another organism, the host, harming it and possibly causing death. The parasite lives on or in the body of the host.”
Sounds just like an unwanted or dangerous pregnancy. | Diaries & Daily Life, Music | [
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1436872187378548736 | Man we straight trash. This season is over | Sports | [
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1436902386342109184 | 🎧 Martin Solveig / We Came to Smash
(In a Black Tuxedo)
feat. Dev | Relationships | [
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1436902386442833920 | everyday i find something on the internet that makes me so angry, my faith in humanity was never there but this is a new low man | Diaries & Daily Life, Science & Technology | [
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1436902386480656384 | i’m obsessed with the idea of romance.
to give love and receive it, ugh.
*chefs kiss* | Diaries & Daily Life, Music | [
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1437023181093539840 | I am a different man when i play Valorant | Learning & Educational | [
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1437174177073672192 | I can’t believe in this year of 2k21 people are still leaving the movie theatre before the Marvel after credits. Like, it’s been over 10+ years since these movies came out. We should all know better by now | Film, TV & Video | [
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1437174177300107264 | From the beginning Trump & his cult have said Covid is no worse than the flu. If everyone eligible got vaccinated & masked up the risk would be very similar to the flu which costs a lot less, kills & hospitalizes far fewer, thus we wouldn't need to close schools & businesses. | Fitness & Health, Science & Technology | [
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1437445968337817600 | Those calling for Washington to sign Cam Newton is overlooking one main thing that will keep him out of Washington. Ron Rivera is a cancer survivor so he is immunocompromised and Cam Newton says he is not getting vaccinated. | Science & Technology, Sports | [
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1437476166571544576 | so after the last 24 hours spent in an ER i can safely say:
a) nurses look way too good in scrubs
a.1) this is compounded by the fact that they're basically saving my life
b) rude/needy patients are actually the bane of any hospital's existence
c) good luck sleeping lol | Diaries & Daily Life, Fitness & Health, Science & Technology | [
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1437868753195307008 | When ASM inevitably leaves us, what club do you think is a good fit for him?
I’d say Liverpool. | Diaries & Daily Life, Sports | [
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1437959351004712960 | I appreciate that these two now have wrestling middle names. I expect their Wiki pages to be updated properly, Wiki Marks. | Sports | [
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1438110346137440256 | I wanted Ja to lose I can’t lie he did win but I wanted him to lose it’s a bit mad I think 50 got the hate imbedded in my DNA from a kid I can’t help but hate on that man he’s got a bunch of hits though | Celebrity & Pop Culture | [
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1438170743880179712 | "Commander on deck! Heels up and legs moving maggots!" | Film, TV & Video | [
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1438200943049416704 | I still can’t believe I met one of my best friends Bc of a dumbb Internet astrology group and now we live in the same city and get to hang out all the time 🥺🥺🥺 | Diaries & Daily Life, Music | [
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1438261340469092352 | Do you ever look inside someone else’s grocery cart and just internally go 🤔 #ObesityEpidemic #StartsWithYourCart | Diaries & Daily Life, Fitness & Health | [
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Compared to reading theories about trading online.
You will waste your time.
Get a trading system and Practice
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NO ONE has a right to do that. | Fitness & Health, Science & Technology | [
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End of preview. Expand
in Data Studio
Dataset Card for "cardiffnlp/tweet_topic_multilingual"
Dataset Summary
This is the official repository of X-Topic (Multilingual Topic Classification in X: Dataset and Analysis, EMNLP 2024), a topic classification dataset based on X (formerly Twitter), featuring 19 topic labels.
The classification task is multi-label, with tweets available in four languages: English, Japanese, Spanish, and Greek.
The dataset comprises 4,000 tweets (1,000 per language), collected between September 2021 and August 2022.
The dataset uses the same taxonomy as TweetTopic.
Dataset Structure
Data Splits
The dataset includes the following splits:
- en: English
- es: Spanish
- ja: Japanese
- gr: Greek
- en_2022: English data from 2022 (TweetTopic)
- mix: Mixed-language data
- mix_2022: Mixed-language data including (TweetTopic) from 2022
- Cross-validation splits:
- en_cross_validation_0 to en_cross_validation_4: English cross-validation splits
- es_cross_validation_0 to es_cross_validation_4: Spanish cross-validation splits
- ja_cross_validation_0 to ja_cross_validation_4: Japanese cross-validation splits
- gr_cross_validation_0 to gr_cross_validation_4: Greek cross-validation splits
Data Instances
An example of train looks as follows.
{
"id": 1470030676816797696,
"text": "made a matcha latte, black tea and green juice until i break my fast at 1!! my body and skin are thanking me",
"label": [0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
"label_name": ["Diaries & Daily Life", "Fitness & Health", "Food & Dining"],
"label_name_flatten": "Diaries & Daily Life, Fitness & Health, Food & Dining"
}
Labels
| 0: arts_&_culture | 5: fashion_&_style | 10: learning_&_educational | 15: science_&_technology |
|---|---|---|---|
| 1: business_&_entrepreneurs | 6: film_tv_&_video | 11: music | 16: sports |
| 2: celebrity_&_pop_culture | 7: fitness_&_health | 12: news_&_social_concern | 17: travel_&_adventure |
| 3: diaries_&_daily_life | 8: food_&_dining | 13: other_hobbies | 18: youth_&_student_life |
| 4: family | 9: gaming | 14: relationships |
Annotation instructions for English can be found here.
Citation Information
@inproceedings{antypas-etal-2024-multilingual,
title = "Multilingual Topic Classification in {X}: Dataset and Analysis",
author = "Antypas, Dimosthenis and
Ushio, Asahi and
Barbieri, Francesco and
Camacho-Collados, Jose",
editor = "Al-Onaizan, Yaser and
Bansal, Mohit and
Chen, Yun-Nung",
booktitle = "Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing",
month = nov,
year = "2024",
address = "Miami, Florida, USA",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2024.emnlp-main.1123",
pages = "20136--20152",
abstract = "In the dynamic realm of social media, diverse topics are discussed daily, transcending linguistic boundaries. However, the complexities of understanding and categorising this content across various languages remain an important challenge with traditional techniques like topic modelling often struggling to accommodate this multilingual diversity. In this paper, we introduce X-Topic, a multilingual dataset featuring content in four distinct languages (English, Spanish, Japanese, and Greek), crafted for the purpose of tweet topic classification. Our dataset includes a wide range of topics, tailored for social media content, making it a valuable resource for scientists and professionals working on cross-linguistic analysis, the development of robust multilingual models, and computational scientists studying online dialogue. Finally, we leverage X-Topic to perform a comprehensive cross-linguistic and multilingual analysis, and compare the capabilities of current general- and domain-specific language models.",
}
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Dataset:
X-Topic
Domain:
X (Twitter)
Number of Class:
19
Size of downloaded dataset files:
10.5 MB
Size of the auto-converted Parquet files:
10.5 MB
Number of rows:
68,134