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--- |
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annotations_creators: |
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- expert-generated |
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language_creators: |
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- found |
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languages: |
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- en |
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- fi |
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licenses: |
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- cc-by-4-0 |
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multilinguality: |
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- multilingual |
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size_categories: |
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- n<1K |
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source_datasets: |
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- extended|other-OpenSubtitles2016 |
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task_categories: |
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- text-classification |
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task_ids: |
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- intent-classification |
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- multi-class-classification |
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- multi-label-classification |
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- sentiment-classification |
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--- |
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# Dataset Card for xed_english_finnish |
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-instances) |
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- [Data Splits](#data-instances) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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## Dataset Description |
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- **Homepage:** |
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- **Repository:** [Github](https://github.com/Helsinki-NLP/XED) |
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- **Paper:** [Arxiv](https://arxiv.org/abs/2011.01612) |
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- **Leaderboard:** |
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- **Point of Contact:** |
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### Dataset Summary |
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This is the XED dataset. The dataset consists of emotion annotated movie subtitles from OPUS. We use Plutchik's 8 core emotions to annotate. The data is multilabel. The original annotations have been sourced for mainly English and Finnish. |
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For the English data we used Stanford NER (named entity recognition) (Finkel et al., 2005) to replace names and locations with the tags: [PERSON] and [LOCATION] respectively. |
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For the Finnish data, we replaced names and locations using the Turku NER corpus (Luoma et al., 2020). |
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### Supported Tasks and Leaderboards |
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Sentiment Classification, Multilabel Classification, Multilabel Classification, Intent Classification |
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### Languages |
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English, Finnish |
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## Dataset Structure |
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### Data Instances |
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``` |
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{ "sentence": "A confession that you hired [PERSON] ... and are responsible for my father's murder." |
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"labels": [1, 6] # anger, sadness |
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} |
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``` |
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### Data Fields |
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- sentence: a line from the dataset |
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- labels: labels corresponding to the emotion as an integer |
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Where the number indicates the emotion in ascending alphabetical order: anger:1, anticipation:2, disgust:3, fear:4, joy:5, sadness:6, surprise:7, trust:8, with neutral:0 where applicable. |
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### Data Splits |
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For English: |
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Number of unique data points: 17528 ('en_annotated' config) + 9675 ('en_neutral' config) |
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Number of emotions: 8 (+neutral) |
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For Finnish: |
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Number of unique data points: 14449 ('fi_annotated' config) + 10794 ('fi_neutral' config) |
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Number of emotions: 8 (+neutral) |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed] |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed] |
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#### Who are the source language producers? |
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[More Information Needed] |
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### Annotations |
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#### Annotation process |
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[More Information Needed] |
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#### Who are the annotators? |
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[More Information Needed] |
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### Personal and Sensitive Information |
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[More Information Needed] |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed] |
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### Discussion of Biases |
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[More Information Needed] |
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### Other Known Limitations |
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[More Information Needed] |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed] |
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### Licensing Information |
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License: Creative Commons Attribution 4.0 International License (CC-BY) |
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### Citation Information |
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@inproceedings{ohman2020xed, |
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title={XED: A Multilingual Dataset for Sentiment Analysis and Emotion Detection}, |
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author={{\"O}hman, Emily and P{\`a}mies, Marc and Kajava, Kaisla and Tiedemann, J{\"o}rg}, |
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booktitle={The 28th International Conference on Computational Linguistics (COLING 2020)}, |
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year={2020} |
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} |
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