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  # 🧠 Causal3D: A Benchmark for Visual Causal Reasoning
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- **Causal3D** is a comprehensive benchmark designed to evaluate models’ abilities to uncover *latent causal relations* from structured and visual data. This dataset integrates **3D-rendered scenes** with **tabular causal annotations**, providing a unified testbed for advancing *causal discovery*, *causal representation learning*, and *causal reasoning* with **vision-language models (VLMs)** and **large language models (LLMs)**.
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  ## 🖼️ Visual Previews
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  # 🧠 Causal3D: A Benchmark for Visual Causal Reasoning
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+ **Causal3D** is a dataset designed to evaluate models’ abilities to uncover *latent causal relations* from structured and visual data. This dataset integrates **3D-rendered scenes** with **tabular causal annotations**, providing a unified testbed for advancing *causal discovery*, *causal representation learning*, and *causal reasoning* with **vision-language models (VLMs)** and **large language models (LLMs)**.
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  ## 🖼️ Visual Previews
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