kamel-usp/aes_enem_dataset

Automated Essay Score (AES) ENEM Dataset

Dataset Description

• —Purpose: Automated Essay Scoring
• —Contents: Student Essay Grades
• —Source: https://huggingface.co/datasets/kamel-usp/aesenemdataset
• —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