--- 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