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TweetEval (Multi-task Classification Benchmark)

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

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark

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About this Dataset

TweetEval (Multi-task Classification Benchmark)

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
  • 28.89 kB
  • 355 rows
  • 2 columns
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CREATE TABLE stance_climate_train (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Climate Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_climate_validation
  • 6.24 kB
  • 40 rows
  • 2 columns
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CREATE TABLE stance_climate_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Feminist Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_feminist_test
  • 24.18 kB
  • 285 rows
  • 2 columns
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CREATE TABLE stance_feminist_test (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Feminist Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_feminist_train
  • 46.07 kB
  • 597 rows
  • 2 columns
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CREATE TABLE stance_feminist_train (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Feminist Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_feminist_validation
  • 8.4 kB
  • 67 rows
  • 2 columns
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CREATE TABLE stance_feminist_validation (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Hillary Test

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_hillary_test
  • 24.28 kB
  • 295 rows
  • 2 columns
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CREATE TABLE stance_hillary_test (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Hillary Train

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_hillary_train
  • 44.06 kB
  • 620 rows
  • 2 columns
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CREATE TABLE stance_hillary_train (
  "text" VARCHAR,
  "label" BIGINT
);

Stance Hillary Validation

@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark.stance_hillary_validation
  • 8.01 kB
  • 69 rows
  • 2 columns
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CREATE TABLE stance_hillary_validation (
  "text" VARCHAR,
  "label" BIGINT
);

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