Datasets:
Formats:
parquet
Languages:
English
Size:
100K - 1M
ArXiv:
Tags:
vision-language-models
decision-trees
hierarchical-reasoning
structured-reasoning
vlm-evaluation
License:
| 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 | |