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

Stance Climate Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_climate_train

28.22 KB
355 rows
2 columns


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

Stance Climate Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_climate_validation

6.09 KB
40 rows
2 columns


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

Stance Feminist Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_feminist_test

23.62 KB
285 rows
2 columns


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

Stance Feminist Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_feminist_train

44.99 KB
597 rows
2 columns


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

Stance Feminist Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_feminist_validation

8.2 KB
67 rows
2 columns


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

Stance Hillary Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_hillary_test

23.71 KB
295 rows
2 columns


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

Stance Hillary Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_hillary_train

43.03 KB
620 rows
2 columns


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

Stance Hillary Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_hillary_validation

7.82 KB
69 rows
2 columns


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