Datasets:
Formats:
parquet
Languages:
English
Size:
< 1K
ArXiv:
Tags:
multi-modal-qa
geometry-qa
abstract-reasoning
geometry-reasoning
visual-puzzle
non-verbal-reasoning
License:
Update README.md
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README.md
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license: apache-2.0
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---
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---
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license: apache-2.0
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task_categories:
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- visual-question-answering
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language:
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- en
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size_categories:
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- n<1K
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---
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## Dataset Details
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### Dataset Description
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MARVEL is a new comprehensive benchmark dataset that evaluates multi-modal large language models' abstract reasoning abilities in six patterns across five different task configurations, revealing significant performance gaps between humans and SoTA MLLMs.
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### Dataset Sources [optional]
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- **Repository:** https://github.com/1171-jpg/MARVEL_AVR
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- **Paper [optional]:** https://arxiv.org/abs/2404.13591
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- **Demo [optional]:** https://marvel770.github.io/
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## Uses
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Evaluations for multi-modal large language models' abstract reasoning abilities.
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## Dataset Structure
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The directory **images** keeps all images, and the file **marvel_labels.jsonl** provides annotations and explanations for all questions.
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## Citation [optional]
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**BibTeX:**
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```
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@misc{jiang2024marvel,
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title={MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning},
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author={Yifan Jiang and Jiarui Zhang and Kexuan Sun and Zhivar Sourati and Kian Ahrabian and Kaixin Ma and Filip Ilievski and Jay Pujara},
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year={2024},
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eprint={2404.13591},
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archivePrefix={arXiv},
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primaryClass={cs.CV}
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}
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```
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