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--- |
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license: apache-2.0 |
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task_categories: |
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- text-classification |
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language: |
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- pt |
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tags: |
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- education |
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- aes |
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- enem |
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size_categories: |
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- n<1K |
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--- |
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# Automated Essay Score (AES) ENEM Dataset |
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## Dataset Description |
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- **Purpose**: Automated Essay Scoring |
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- **Contents**: Student Essay Grades |
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- **Source**: https://github.com/kamel-usp/aes_enem |
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- **Size**: N<1000 |
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## Use Case and Creators |
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- **Intended Use**: Estimate Essay Score |
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- **Creators**: Igor Cataneo Silveira, André Barbosa and Denis Deratani Mauá |
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- **Contact Information**: igorcs@ime.usp.br; andre.barbosa@ime.usp.br |
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## Licensing Information |
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- **License**: MIT License |
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## Citation Details |
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- **Preferred Citation**: |
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``` |
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@proceedings{DBLP:conf/propor/2024, |
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editor = {Igor Cataneo Silveira, André Barbosa and Denis Deratani Mauá}, |
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title = {Computational Processing of the Portuguese Language - 16th International |
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Conference, {PROPOR} 2024, Galiza, March 13-15, 2024, Proceedings}, |
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series = {Lecture Notes in Computer Science}, |
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volume = {TODO}, |
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publisher = {Springer}, |
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year = {2024}, |
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url = {TODO}, |
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doi = {TODO}, |
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isbn = {TODO}, |
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timestamp = {TODO}, |
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biburl = {TODO}, |
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bibsource = {dblp computer science bibliography, https://dblp.org} |
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} |
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``` |
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## Data Structure |
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- **Features**: |
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- id: id of scrapped page. `id_prompt`+`id` should be unique |
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- id_prompt: Essay's theme |
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- essay_title: Essay title |
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- essay_text: Essay text |
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- grades: list of 6 elements containing the grade for each of the five concepts plus the sum of all grades |
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- essay_year: Essay's year |
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- **Number of Instances**: |
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- sourceAOnly: |
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- train: 227 |
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- validation: 68 |
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- test: 90 |
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- sourceAWithGraders: |
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- train: 744 |
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- validation: 195 |
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- test: 216 |
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- sourceB: |
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- full: 3219 |
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- **Data Splits**: |
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- sourceAOnly: sourceA data |
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- sourceAWithGraders: sourceA data augmented with Grader's review. In a nutshell, each row becomes three (the original grade plus two graders result) |
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- sourceB: sourceB data |
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## Data Considerations |
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- **Known Limitations**: |
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- **Ethical Considerations**: |
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## Additional Information |
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- **Additional Links**: Main code is [here](https://github.com/kamel-usp/aes_enem) |
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- **Related Datasets**: https://github.com/evelinamorim/aes-pt |
