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go_emotions

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OpenML2025-02-24 更新2025-12-20 收录
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Dataset Summary The GoEmotions dataset contains 58k carefully curated Reddit comments labeled for 27 emotion categories or Neutral. The raw data is included as well as the smaller, simplified version of the dataset with predefined train/val/test splits. Supported Tasks and Leaderboards This dataset is intended for multi-class, multi-label emotion classification. Languages The data is in English. Dataset Structure Data Instances Each instance is a reddit comment with a corresponding ID and one or more emotion annotations (or neutral). Data Fields The simplified configuration includes: text: the reddit comment labels: the emotion annotations comment_id: unique identifier of the comment (can be used to look up the entry in the raw dataset) In addition to the above, the raw data includes: author: The Reddit username of the comment's author. subreddit: The subreddit that the comment belongs to. link_id: The link id of the comment. parent_id: The parent id of the comment. created_utc: The timestamp of the comment. rater_id: The unique id of the annotator. example_very_unclear: Whether the annotator marked the example as being very unclear or difficult to label (in this case they did not choose any emotion labels). In the raw data, labels are listed as their own columns with binary 0/1 entries rather than a list of ids as in the simplified data. For this dataset we used the simplified version. Here it is the interpretation of the labels: Index Emotion 0 admiration 1 amusement 2 anger 3 annoyance 4 approval 5 caring 6 confusion 7 curiosity 8 desire 9 disappointment 10 disapproval 11 disgust 12 embarrassment 13 excitement 14 fear 15 gratitude 16 grief 17 joy 18 love 19 nervousness 20 optimism 21 pride 22 realization 23 relief 24 remorse 25 sadness 26 surprise 27 neutral We deleted rows with missing values in the 'labels' column. paper_url = "https://aclanthology.org/2020.acl-main.372.pdf" original_data_url = "https://huggingface.co/datasets/google-research-datasets/go_emotions"
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2025-02-24
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