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- ---
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- license: cc-by-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc-by-4.0
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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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+ tags:
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+ - abstract
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+ - visual
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+ - reasoning
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+ - real-world
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+ size_categories:
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+ - 10K<n<100K
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+ pretty_name: SpaCE-Eval
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+
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: test
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+ path: "data/*.parquet"
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+
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+ ---
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+ # SpaCE-Eval: A Benchmark for Real-World Multi-Modal Reasoning
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+
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+ Welcome to the official codebase of SpaCE-Eval!
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+
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+
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+ The [paper](https://openreview.net/forum?id=VAEkLS9VBr&noteId=QSQY2kkQHy) is accepted to ICLR 2026.
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+
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+
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+ Code can be downloaded at:
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+ https://github.com/xuyou-yang/SpaCE-Eval
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+ ## About the Benchmark
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+
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+ This benchmark provides a comprehensive evaluation of MLLMs across the following categories:
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+ - Spatial Reasoning
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+ - Commonsense Knowledge
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+ - Environment Interaction
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+
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+ The dataset consists of newly created diagrams with image-question pairs, carefully curated through a standardized annotation and filtering pipeline.
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+
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+
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+ ### Citation
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+
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+ ```bibtex
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+ @inproceedings{yang2026spaceeval,
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+ title = {SpaCE-Eval: A Benchmark for Real-World Multi-Modal Reasoning},
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+ author = {Yang, Xuyou and Zhao, Yucheng and Zhang, Wenxuan and Koh, Immanuel},
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+ booktitle = {Proceedings of the International Conference on Learning Representations (ICLR)},
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+ year = {2026}
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+
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+ }
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