README.md

---
license: apache-2.0
task_categories:
- text-classification
language:
- pt
tags:
- education
- aes
- enem
size_categories:
- n<1K
---
# Automated Essay Score (AES) ENEM Dataset

## Dataset Description
- **Purpose**: Automated Essay Scoring
- **Contents**: Student Essay Grades
- **Source**: https://github.com/kamel-usp/aes_enem
- **Size**: N<1000

## Use Case and Creators
- **Intended Use**: Estimate Essay Score
- **Creators**: Igor Cataneo Silveira, André Barbosa and Denis Deratani Mauá
- **Contact Information**:  igorcs@ime.usp.br; andre.barbosa@ime.usp.br

## Licensing Information
- **License**: MIT License

## Citation Details
- **Preferred Citation**:
```
@proceedings{DBLP:conf/propor/2024,
  editor       = {Igor Cataneo Silveira, André Barbosa and Denis Deratani Mauá},
  title        = {Computational Processing of the Portuguese Language - 16th International
                  Conference, {PROPOR} 2024, Galiza, March 13-15, 2024, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {TODO},
  publisher    = {Springer},
  year         = {2024},
  url          = {TODO},
  doi          = {TODO},
  isbn         = {TODO},
  timestamp    = {TODO},
  biburl       = {TODO},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

## Data Structure
- **Features**:
  - id: id of scraped page. `id_prompt`+`id` should be unique
  - id_prompt: Essay's theme
  - essay_title: Essay title
  - essay_text: Essay text
  - grades: list of 6 elements containing the grade for each of the five concepts plus the sum of all grades
  - essay_year: Essay's year
- **Number of Instances**:
  - sourceAOnly:
    - train: 227
    - validation: 68
    - test: 90
  - sourceAWithGraders:
    - train: 744 
    - validation: 195
    - test: 216
  - sourceB:
    - full: 3219
- **Data Splits**:
  - sourceAOnly: sourceA data
  - sourceAWithGraders: sourceA data augmented with Grader's review. In a nutshell, each row becomes three (the original grade plus two graders result)
  - sourceB: sourceB data
## Data Considerations
- **Known Limitations**:
- **Ethical Considerations**:

## Additional Information
- **Additional Links**: Main code is [here](https://github.com/kamel-usp/aes_enem)
- **Related Datasets**: https://github.com/evelinamorim/aes-pt