AIED Preview Competition · Tools Competition 2026 winner
Handwritten answers from Brazilian public schools.
AIED-Unplugged collects essays, mathematical working, and multiple-choice answer sheets, written on paper and photographed.
This is the preview competition. It runs on a sample of the collection, released ahead of it. The full collection holds roughly 100,000 responses and follows at a later date, in prediction formats based on the ones declared here.
- Opens
- Closes
Tracks

Automated Essay Scoring
Score a handwritten Portuguese essay against the five ENEM competences, from a photograph of the page.


Mathematical Exam Diagnostic
Classify a student's handwritten working as correct or by the error it contains.

Answer Sheet Detection
Read a whole scanned answer sheet and report, for every question on it, what the student marked.
Entering
- The Rules set the competition period, the team policy, and the limit of 10 submissions per team on each track.
- Each track page describes the inputs, the prediction format, and the ranking metric, and links to the dataset on Kaggle and Hugging Face.
- Check a file tests a prediction CSV against its track’s format without submitting it.
- A submission, made from the track page, carries the predictions CSV and a ZIP of the code that produced them, at most 50 MB. Its reference appears under My submissions.
Leaderboards
Best submission per participant.
Essay Scoring
Full boardThis ranking could not be loaded.
Math Diagnostic
Full boardThis ranking could not be loaded.
Answer Sheets
Full boardThis ranking could not be loaded.
Institutions
CESARwww.cesar.org.br
UFRPEUniversidade Federal Rural de Pernambucoufrpe.br
AiBox Labaiboxlab.org
UFALUniversidade Federal de Alagoasufal.br
UTFPRUniversidade Tecnológica Federal do Paranáwww.utfpr.edu.br
Head researchers and organizers
Rafael Ferreira MelloAssociate Professor and Senior ResearcherCESAR, UFRPE, AiBox Lab
Ig Ibert BittencourtFull ProfessorUFAL, Harvard University
Luiz RodriguesAdjunct ProfessorUTFPR, UFAL







