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  Common-O, inspired by cognitive tests for humans, probes multimodal LLMs' ability to reason across scenes by asking "what’s in common?"
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  We have two subsets: Common-O (3 - 8 objects) and Common-O Complex (8 - 16 objects).
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  ## Multimodal LLMs excel at single image perception, but struggle with multi-scene reasoning
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- ![image](https://cdn-uploads.huggingface.co/production/uploads/64c17345e82e55936cf971bc/LsJYSHhqad3HLxdVtaopt.png)
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  Common-O, inspired by cognitive tests for humans, probes multimodal LLMs' ability to reason across scenes by asking "what’s in common?"
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+ Common-O is comprised of household objects:
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+ ![fair conference content copy.003](https://cdn-uploads.huggingface.co/production/uploads/64c17345e82e55936cf971bc/hEvVz2uFR6z-jv1em25eY.jpeg)
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  We have two subsets: Common-O (3 - 8 objects) and Common-O Complex (8 - 16 objects).
 
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  ## Multimodal LLMs excel at single image perception, but struggle with multi-scene reasoning
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+ ![fair conference content copy.002](https://cdn-uploads.huggingface.co/production/uploads/64c17345e82e55936cf971bc/0JPEww_sTfqRm5QD0IgO1.jpeg)
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