Name: TweetEval (Multi-task Classification Benchmark)
Creator: Kaggle
License: https://creativecommons.org/publicdomain/zero/1.0/

About this Dataset

TweetEval (Multi-task Classification Benchmark)

Irony, Hate, Offensive, Stance, Emoji, Emotion, and Sentiment

Source

Huggingface Hub: link

About this dataset

How to use the dataset

TweetEval consists of seven heterogenous tasks in Twitter, all framed as multi-class tweet classification. The tasks include - irony, hate, offensive, stance, emoji, emotion, and sentiment. All tasks have been unified into the same benchmark, with each dataset presented in the same format and with fixed training, validation and test splits.

Research Ideas

Sentiment analysis of tweets

Stance detection in tweets

Detection of irony in tweets

Acknowledgements

License

> License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication
> No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: emoji_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: emotion_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_abortion_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_hillary_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: sentiment_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: hate_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_hillary_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: sentiment_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_climate_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_climate_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: irony_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_feminist_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: sentiment_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_atheism_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_atheism_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_climate_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: emotion_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: irony_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_feminist_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: offensive_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_abortion_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_hillary_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_feminist_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: irony_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: emoji_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: offensive_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: offensive_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: hate_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: hate_test.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_atheism_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: stance_abortion_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: emoji_validation.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

File: emotion_train.csv

Column name	Description
text	The text of the tweet. (string)
label	The label for the tweet, indicating its stance on feminism. (string)

Tables

Emoji Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emoji_test

2.91 MB
50,000 rows
2 columns

CREATE TABLE emoji_test (
  "text" VARCHAR,
  "label" BIGINT
);

Emoji Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emoji_train

2.5 MB
45,000 rows
2 columns

CREATE TABLE emoji_train (
  "text" VARCHAR,
  "label" BIGINT
);

Emoji Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emoji_validation

277.72 kB
5,000 rows
2 columns

CREATE TABLE emoji_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Emotion Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emotion_test

105.02 kB
1,421 rows
2 columns

CREATE TABLE emotion_test (
  "text" VARCHAR,
  "label" BIGINT
);

Emotion Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emotion_train

227.17 kB
3,257 rows
2 columns

CREATE TABLE emotion_train (
  "text" VARCHAR,
  "label" BIGINT
);

Emotion Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emotion_validation

29.34 kB
374 rows
2 columns

CREATE TABLE emotion_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Hate Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.hate_test

276.41 kB
2,970 rows
2 columns

CREATE TABLE hate_test (
  "text" VARCHAR,
  "label" BIGINT
);

Hate Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.hate_train

813.48 kB
9,000 rows
2 columns

CREATE TABLE hate_train (
  "text" VARCHAR,
  "label" BIGINT
);

Hate Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.hate_validation

104.13 kB
1,000 rows
2 columns

CREATE TABLE hate_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Irony Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.irony_test

54.77 kB
784 rows
2 columns

CREATE TABLE irony_test (
  "text" VARCHAR,
  "label" BIGINT
);

Irony Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.irony_train

180.74 kB
2,862 rows
2 columns

CREATE TABLE irony_train (
  "text" VARCHAR,
  "label" BIGINT
);

Irony Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.irony_validation

61.87 kB
955 rows
2 columns

CREATE TABLE irony_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Offensive Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.offensive_test

94.5 kB
860 rows
2 columns

CREATE TABLE offensive_test (
  "text" VARCHAR,
  "label" BIGINT
);

Offensive Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.offensive_train

1 MB
11,916 rows
2 columns

CREATE TABLE offensive_train (
  "text" VARCHAR,
  "label" BIGINT
);

Offensive Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.offensive_validation

120.36 kB
1,324 rows
2 columns

CREATE TABLE offensive_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Sentiment Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.sentiment_test

882.83 kB
12,284 rows
2 columns

CREATE TABLE sentiment_test (
  "text" VARCHAR,
  "label" BIGINT
);

Sentiment Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.sentiment_train

3.67 MB
45,615 rows
2 columns

CREATE TABLE sentiment_train (
  "text" VARCHAR,
  "label" BIGINT
);

Sentiment Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.sentiment_validation

166.43 kB
2,000 rows
2 columns

CREATE TABLE sentiment_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Abortion Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_abortion_test

23.28 kB
280 rows
2 columns

CREATE TABLE stance_abortion_test (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Abortion Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_abortion_train

44.48 kB
587 rows
2 columns

CREATE TABLE stance_abortion_train (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Abortion Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_abortion_validation

8.06 kB
66 rows
2 columns

CREATE TABLE stance_abortion_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Atheism Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_atheism_test

20.13 kB
220 rows
2 columns

CREATE TABLE stance_atheism_test (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Atheism Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_atheism_train

37.23 kB
461 rows
2 columns

CREATE TABLE stance_atheism_train (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Atheism Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_atheism_validation

7.21 kB
52 rows
2 columns

CREATE TABLE stance_atheism_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Climate Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_climate_test

15.66 kB
169 rows
2 columns

CREATE TABLE stance_climate_test (
  "text" VARCHAR,
  "label" BIGINT
);