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@@ -492,8 +492,8 @@ dataset_info:
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  World Embedding Optics Retrieval is the optics and electromagnetism retrieval split of the
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  [World Embedding Benchmark](https://arxiv.org/pdf/2610.03632). It contains
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- 2,700 simulation videos from 27 physics families. Each family is a Hugging Face dataset
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- configuration with 100 examples.
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  ## Usage
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@@ -502,7 +502,6 @@ from datasets import load_dataset
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  dataset = load_dataset(
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  "World-Representation-Lab/World-Embedding-Optics-Retrieval",
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- "<config_name>",
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  split="train",
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  )
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  ```
 
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  World Embedding Optics Retrieval is the optics and electromagnetism retrieval split of the
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  [World Embedding Benchmark](https://arxiv.org/pdf/2610.03632). It contains
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+ 2,700 simulation videos from 27 physics families. The family shards are loaded
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+ together as the default configuration.
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  ## Usage
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  dataset = load_dataset(
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  "World-Representation-Lab/World-Embedding-Optics-Retrieval",
 
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  split="train",
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  )
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  ```