Update README.md

README.md

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----
-license: apache-2.0
-dataset_info:
-  features:
-  - name: image
-    dtype: image
-  - name: elo
-    dtype: int64
-  - name: __index_level_0__
-    dtype: int64
-  - name: category
-    dtype: string
-  - name: subcategory
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 298637443.176
-    num_examples: 1999
-  download_size: 290047395
-  dataset_size: 298637443.176
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
----
+---
+license: apache-2.0
+dataset_info:
+  features:
+  - name: image
+    dtype: image
+  - name: elo
+    dtype: int64
+  - name: __index_level_0__
+    dtype: int64
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 298637443.176
+    num_examples: 1999
+  download_size: 290047395
+  dataset_size: 298637443.176
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+---
+
+# 2k Ranked Images
+This dataset contains roughly two thousand images ranked from most preferred to least preferred based on human feedback on pairwise comparisons (>25k responses). 
+The generated images, which are a sample from the [open-image-preferences-v1 dataset](https://huggingface.co/datasets/data-is-better-together/open-image-preferences-v1) 
+from the team @[data-is-better-together](https://huggingface.co/data-is-better-together), are rated purely based on aesthetic preference, disregarding the prompt used for generation.
+
+This is a new modality of preference data for us, different from our typical pairwise preferences, that we wanted to try out. If this type of data is useful of interesting to
+you, please ❤️ the dataset. If there is community interest and this dataset gets 50 ❤️s we will rank the full set of 17k images!
+
+## Examples
+