TweetEval (Multi-task Classification Benchmark) by Kaggle | Ecommerce and Consumer Trends

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

2.78 MB
50000 rows
2 columns


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

Emoji Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emoji_train

2.39 MB
45000 rows
2 columns


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

Emoji Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emoji_validation

271.21 KB
5000 rows
2 columns


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

Emotion Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emotion_test

102.56 KB
1421 rows
2 columns


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

Emotion Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emotion_train

221.85 KB
3257 rows
2 columns


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

Emotion Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.emotion_validation

28.65 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

269.93 KB
2970 rows
2 columns


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

Hate Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.hate_train

794.41 KB
9000 rows
2 columns


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

Hate Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.hate_validation

101.69 KB
1000 rows
2 columns


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

Irony Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.irony_test

53.48 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

176.5 KB
2862 rows
2 columns


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

Irony Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.irony_validation

60.42 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

92.28 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

980.01 KB
11916 rows
2 columns


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

Offensive Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.offensive_validation

117.54 KB
1324 rows
2 columns


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

Sentiment Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.sentiment_test

862.14 KB
12284 rows
2 columns


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

Sentiment Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.sentiment_train

3.5 MB
45615 rows
2 columns


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

Sentiment Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.sentiment_validation

162.53 KB
2000 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

22.74 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

43.44 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

7.87 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

19.65 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

36.36 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

7.04 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

15.3 KB
169 rows
2 columns


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

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
);