Datasets:
Update README.md (#2)
Browse files- Update README.md (e989204ccc8938106754b2a1f1cb988c4a093a11)
Co-authored-by: Icy Wang <[email protected]>
README.md
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While MLLMs demonstrate impressive abilities over high-level perception and reasoning, their robustness in the wild remains limited, often falling short on tasks that are intuitive and effortless for humans. We examine the hypothesis that these deficiencies stem from the absence of **core knowledge**—rudimentary core abilities innate to humans.
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This dataset contains **1,423
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(Additional **80 Concept Hacking** questions in our paper will be released separately)
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- 🔗 **Website**: [https://williamium3000.github.io/core-knowledge/](https://williamium3000.github.io/core-knowledge/)
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- 🔗 **Paper**: [https://arxiv.org/abs/2410.10855](https://arxiv.org/abs/2410.10855)
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# this will download huggingface.co/datasets/williamium/CoreCognition/blob/main/CoreCognition_20250622.zip
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dataset = load_dataset("williamium/CoreCognition", "complete")
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```
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## Dataset Fields
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While MLLMs demonstrate impressive abilities over high-level perception and reasoning, their robustness in the wild remains limited, often falling short on tasks that are intuitive and effortless for humans. We examine the hypothesis that these deficiencies stem from the absence of **core knowledge**—rudimentary core abilities innate to humans.
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This dataset contains **1,423 multimodal CoreCognition** samples and **80 Concept Hacking** questions with images/videos and questions, covering fundamental concepts like object permanence, spatial reasoning, counting, and other core abilities that emerge in human development.
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- 🔗 **Website**: [https://williamium3000.github.io/core-knowledge/](https://williamium3000.github.io/core-knowledge/)
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- 🔗 **Paper**: [https://arxiv.org/abs/2410.10855](https://arxiv.org/abs/2410.10855)
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# this will download huggingface.co/datasets/williamium/CoreCognition/blob/main/CoreCognition_20250622.zip
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dataset = load_dataset("williamium/CoreCognition", "complete")
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# this will download 90 ConceptHacking questions, with original image object embedded
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dataset = load_dataset("williamium/CoreCognition", "ConceptHacking")
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```
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## Dataset Fields
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