TweetEval (Multi-task Classification Benchmark)
@kaggle.thedevastator_tweeteval_a_multi_task_classification_benchmark
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Irony, Hate, Offensive, Stance, Emoji, Emotion, and Sentiment
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) |
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