cff-version: 1.2.0
message: "If you use the MYOPIA benchmark, please cite the paper below."
title: "MYOPIA: Understanding the Limits of Tree-Based Reasoning in Vision-Language Models"
type: dataset
license: MIT
repository-code: "https://github.com/islammesabah/VLM_Classification"
authors:
  - given-names: Islam
    family-names: Mesabah
  - given-names: Sary
    family-names: Elmansoury
  - given-names: Gerrit
    family-names: Großmann
  - given-names: Peter
    family-names: Neigel
  - given-names: Sebastian J.
    family-names: Vollmer
keywords:
  - vision-language models
  - decision trees
  - hierarchical reasoning
  - benchmark
preferred-citation:
  type: article
  title: "MYOPIA: Understanding the Limits of Tree-Based Reasoning in Vision-Language Models"
  authors:
    - given-names: Islam
      family-names: Mesabah
    - given-names: Sary
      family-names: Elmansoury
    - given-names: Gerrit
      family-names: Großmann
    - given-names: Peter
      family-names: Neigel
    - given-names: Sebastian J.
      family-names: Vollmer
  journal: "arXiv preprint arXiv:2610.21573"
  doi: 10.48550/arXiv.2610.21573
  url: "https://arxiv.org/abs/2610.21573"
  year: 2026
  month: 10