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ImageRewardDB.py

@@ -12,7 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-"""TLoading scripts for ImageRewardDB."""
+"""The Loading scripts for ImageRewardDB."""
 
 
 import pandas as pd
@@ -37,12 +37,10 @@ _CITATION = """\
 
 # You can copy an official description
 _DESCRIPTION = """\
-We systematically identify the challenges for text-to-image human preference annotation, and \
-consequently design a pipeline tailored for it, establishing criteria for quantitative assessment and \
-annotator training, optimizing labeling experience, and ensuring quality validation. We build this \
-text-to-image comparison dataset, ImageRewardDB, for training the ImageReward model based on the pipeline.\
-The ImageRewarDB covers both the rating and ranking components, collecting a dataset of 137k expert \
-comparisons to date.
+ImageRewardDB is a comprehensive text-to-image comparison dataset, focusing on text-to-image human preference. \
+It consists of 137k pairs of expert comparisons, based on text prompts and corresponding model outputs from DiffusionDB. \
+To build the ImageRewadDB, we design a pipeline tailored for it, establishing criteria for quantitative assessment and \
+annotator training, optimizing labeling experience, and ensuring quality validation. \
 """
 
 _HOMEPAGE = "https://huggingface.co/datasets/wuyuchen/ImageRewardDB"