metadata

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
Related Datasets: https://github.com/evelinamorim/aes-pt