Update README

README.md

@@ -99,46 +99,4 @@ dataset/
 ## Intended Use and Evaluation
 - Samples: for display and qualitative understanding; not for model training.
 - Protected: for local algorithms to run against machine-readable features.
-- Evaluation: submit results (e.g., `submission.json`) for scoring against hidden GroundTruth.
-
-## Quick Start (How Others Can Load This Dataset)
-
-Install dependency:
-
-```bash
-pip install datasets
-```
-
-Load from local script (before upload):
-
-```python
-from datasets import load_dataset
-
-# samples mode
-samples = load_dataset("./photobench.py", "samples", trust_remote_code=True)
-print(samples["test"][0])
-
-# protected mode
-protected = load_dataset("./photobench.py", "protected", trust_remote_code=True)
-print(protected["test"][0])
-```
-
-Load from Hugging Face Hub (after upload):
-
-```python
-from datasets import load_dataset
-
-# replace with your real repo id
-samples = load_dataset("your-hf-username/PhotoBench", "samples", trust_remote_code=True)
-protected = load_dataset("your-hf-username/PhotoBench", "protected", trust_remote_code=True)
-```
-
-Dataset page URL (after upload):
-
-```text
-https://huggingface.co/datasets/your-hf-username/PhotoBench
-```
-
-If YAML front matter is valid and files are uploaded correctly, the Hub will show a dataset page with viewer tabs for available configs.
-
-For privacy and compliance notes, refer to the project’s instruction documents.
+- Evaluation: submit results (e.g., `submission.json`) for scoring against hidden GroundTruth.