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---
license: apache-2.0
task_categories:
- text-classification
language:
- pt
tags:
- education
- aes
- enem
size_categories:
- n<1K
dataset_info:
- config_name: JBCS2025
  features:
  - name: id
    dtype: string
  - name: id_prompt
    dtype: string
  - name: essay_text
    dtype: string
  - name: grades
    sequence: int16
  - name: essay_year
    dtype: int16
  - name: supporting_text
    dtype: string
  - name: prompt
    dtype: string
  - name: reference
    dtype: string
  splits:
  - name: train
    num_bytes: 2990208
    num_examples: 500
  - name: validation
    num_bytes: 672476
    num_examples: 132
  - name: test
    num_bytes: 768066
    num_examples: 138
  download_size: 561242
  dataset_size: 4430750
- config_name: PROPOR2024
  features:
  - name: id
    dtype: string
  - name: id_prompt
    dtype: string
  - name: essay_title
    dtype: string
  - name: essay_text
    dtype: string
  - name: grades
    sequence: int16
  - name: essay_year
    dtype: int16
  - name: reference
    dtype: string
  splits:
  - name: train
    num_bytes: 1415761
    num_examples: 744
  - name: validation
    num_bytes: 333034
    num_examples: 195
  - name: test
    num_bytes: 377280
    num_examples: 216
  download_size: 422656
  dataset_size: 2126075
- config_name: gradesThousand
  features:
  - name: id
    dtype: string
  - name: id_prompt
    dtype: string
  - name: supporting_text
    dtype: string
  - name: prompt
    dtype: string
  - name: essay_text
    dtype: string
  - name: grades
    sequence: int16
  - name: essay_year
    dtype: int16
  - name: source
    dtype: string
  splits:
  - name: train
    num_bytes: 955224
    num_examples: 129
  - name: validation
    num_bytes: 178052
    num_examples: 23
  - name: test
    num_bytes: 197901
    num_examples: 27
  download_size: 453182
  dataset_size: 1331177
- config_name: sourceAOnly
  features:
  - name: id
    dtype: string
  - name: id_prompt
    dtype: string
  - name: prompt
    dtype: string
  - name: supporting_text
    dtype: string
  - name: essay_title
    dtype: string
  - name: essay_text
    dtype: string
  - name: grades
    sequence: int16
  - name: essay_year
    dtype: int16
  - name: general_comment
    dtype: string
  - name: specific_comment
    dtype: string
  - name: reference
    dtype: string
  splits:
  - name: train
    num_bytes: 1949217
    num_examples: 258
  - name: validation
    num_bytes: 430963
    num_examples: 66
  - name: test
    num_bytes: 505131
    num_examples: 71
  download_size: 912541
  dataset_size: 2885311
- config_name: sourceAWithGraders
  features:
  - name: id
    dtype: string
  - name: id_prompt
    dtype: string
  - name: prompt
    dtype: string
  - name: supporting_text
    dtype: string
  - name: essay_title
    dtype: string
  - name: essay_text
    dtype: string
  - name: grades
    sequence: int16
  - name: essay_year
    dtype: int16
  - name: general_comment
    dtype: string
  - name: specific_comment
    dtype: string
  - name: reference
    dtype: string
  splits:
  - name: train
    num_bytes: 4962183
    num_examples: 758
  - name: validation
    num_bytes: 1109553
    num_examples: 198
  - name: test
    num_bytes: 1279601
    num_examples: 209
  download_size: 929494
  dataset_size: 7351337
- config_name: sourceB
  features:
  - name: id
    dtype: string
  - name: id_prompt
    dtype: string
  - name: prompt
    dtype: string
  - name: supporting_text
    dtype: string
  - name: essay_title
    dtype: string
  - name: essay_text
    dtype: string
  - name: grades
    sequence: int16
  - name: essay_year
    dtype: int16
  - name: general_comment
    dtype: string
  - name: specific_comment
    dtype: string
  - name: reference
    dtype: string
  splits:
  - name: full
    num_bytes: 7057077
    num_examples: 3219
  download_size: 3747835
  dataset_size: 7057077
configs:
- config_name: JBCS2025
  data_files:
  - split: train
    path: JBCS2025/train-*
  - split: validation
    path: JBCS2025/validation-*
  - split: test
    path: JBCS2025/test-*
- config_name: PROPOR2024
  data_files:
  - split: train
    path: PROPOR2024/train-*
  - split: validation
    path: PROPOR2024/validation-*
  - split: test
    path: PROPOR2024/test-*
- config_name: gradesThousand
  data_files:
  - split: train
    path: gradesThousand/train-*
  - split: validation
    path: gradesThousand/validation-*
  - split: test
    path: gradesThousand/test-*
- config_name: sourceAOnly
  data_files:
  - split: train
    path: sourceAOnly/train-*
  - split: validation
    path: sourceAOnly/validation-*
  - split: test
    path: sourceAOnly/test-*
- config_name: sourceAWithGraders
  data_files:
  - split: train
    path: sourceAWithGraders/train-*
  - split: validation
    path: sourceAWithGraders/validation-*
  - split: test
    path: sourceAWithGraders/test-*
- config_name: sourceB
  data_files:
  - split: full
    path: sourceB/full-*
---
# Automated Essay Score (AES) ENEM Dataset

## Dataset Description
- **Purpose**: Automated Essay Scoring
- **Contents**: Student Essay Grades
- **Source**: https://huggingface.co/datasets/kamel-usp/aes_enem_dataset
- **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
  - PROPOR2024: Same split used in PROPOR2024 paper. The others are updated and fix some tiny bugs (eg reproducilibity issues)
## Data Considerations
- **Known Limitations**:
- **Ethical Considerations**:

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