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CHAOS – Dataset by omoured | AlphaNeural AI
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CHAOS
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visual-question-answering
image-to-text
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agpl-3.0
n<1K
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datasets
pandas
mlcroissant
polars
2505.17235
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chart-analysis
chart-understanding
MLLM
robustness
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CHAOS Benchmark: Robustness Testing for Noisy Charts 🌀
Omar Moured, Yufan Chen, Jiaming Zheng, Simon Reiß, Ruiping Liu, Rainer Stiefelhagen
[Introduction]
What happens when the input is messy—blurred labels, typos, occlusions, or color shifts? 🤔CHAOS (CHart Analysis with Outlier Samples) is the first benchmark purposely designed to stress‑test MLLMs under realistic noise. We:
evaluate 10 visual and 5 textual perturbations, each at three increasing severity… See the full description on the dataset page:
https://huggingface.co/datasets/omoured/CHAOS
.
