Add PRICE benchmark overview to dataset card

.gitattributes

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 # Video files - compressed
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README.md

@@ -26,6 +26,14 @@ Given an initial-state image and a natural-language instruction, a model predict
 
 The evaluation code and protocol live in [`evaluation/image_gen/PRICE/` in orca-wm/Orca](https://github.com/orca-wm/Orca/tree/main/evaluation/image_gen/PRICE).
 
+## Benchmark overview
+
+Each PRICE example pairs a natural-language instruction and an initial-state image with a reference target-state image. The examples below illustrate the benchmark's diverse robot and egocentric interaction scenes, viewpoints, and action outcomes.
+
+![PRICE benchmark examples](assets/price_overview.png)
+
+*Examples from PRICE. Each pair shows the initial state and the target state corresponding to the instruction. [View the original PDF figure](assets/PRICE.pdf).*
+
 ## Dataset structure
 
 The dataset contains one `test` split with 100 samples and the following principal columns:
@@ -50,7 +58,7 @@ Additional provenance fields, timestamps, indices, random seed, and image checks
 
 ## Usage
 
-After this folder is uploaded as a Hugging Face Dataset repository:
+Load PRICE directly from Hugging Face:
 
 ```python
 from datasets import load_dataset

assets/PRICE.pdf

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