Updated dataset card

README.md

@@ -36,13 +36,7 @@ task_ids:
   - [Data Fields](#data-fields)
   - [Data Splits](#data-splits)
 - [Dataset Creation](#dataset-creation)
-  - [Curation Rationale](#curation-rationale)
-  - [Source Data](#source-data)
-  - [Annotations](#annotations)
-  - [Personal and Sensitive Information](#personal-and-sensitive-information)
 - [Considerations for Using the Data](#considerations-for-using-the-data)
-  - [Social Impact of Dataset](#social-impact-of-dataset)
-  - [Discussion of Biases](#discussion-of-biases)
   - [Other Known Limitations](#other-known-limitations)
 - [Additional Information](#additional-information)
   - [Dataset Curators](#dataset-curators)
@@ -60,11 +54,48 @@ task_ids:
 
 ### Dataset Summary
 
-[More Information Needed]
+Dataset for compositional multimodal mathematical reasoning based on CLEVR.
+
+#### Loading the data, preprocessing text with CLIP
+
+```
+from transformers import CLIPPreprocessor
+from datasets import load_dataset, DownloadConfig
+
+
+dl_config = DownloadConfig(resume_download=True,
+        num_proc=8,
+        force_download=True)
+
+# Load 'general' instance of dataset
+dataset = load_dataset('dali-does/clevr-math', download_config=dl_config)
+
+# Load version with only multihop in test data
+dataset_multihop = load_dataset('dali-does/clevr-math', 'multihop',
+                                download_config=dl_config)
+
+
+model_path = "openai/clip-vit-base-patch32"
+extractor = CLIPProcessor.from_pretrained(model_path)
+def transform_tokenize(e):
+  e['image'] = [image.convert('RGB') for image in e['image']]
+  return extractor(text=e['question'],
+                           images=e['image'],
+                           padding=True)
+
+dataset = dataset.map(transform_tokenize,
+                      batched=True,
+                      num_proc=8,
+                      padding='max_length')
+
+dataset_subtraction = dataset.filter(lambda e:
+        e['template'].startswith('subtraction'), num_proc=4)
+```
+
 
 ### Supported Tasks and Leaderboards
 
-[More Information Needed]
+Leaderboard will be announced at a later date.
 
 ### Languages
 
@@ -74,11 +105,12 @@ The dataset is currently only available in English. To extend the dataset to oth
 
 ### Data Instances
 
-[More Information Needed]
+* `general` containing the default version with multihop questions in train and test
+* `multihop` containing multihop questions only in test data to test generalisation of reasoning
+
 
 ### Data Fields
 
-[More Information Needed]
 
 ```
 features = datasets.Features(
@@ -94,48 +126,15 @@ features = datasets.Features(
 
 ### Data Splits
 
-[More Information Needed]
+train/val/test
 
 ## Dataset Creation
 
-### Curation Rationale
-
-[More Information Needed]
-
-### Source Data
+Data is generated using code provided with the CLEVR-dataset, using blender and templates constructed by the dataset curators.
 
-#### Initial Data Collection and Normalization
-
-[More Information Needed]
-
-#### Who are the source language producers?
-
-[More Information Needed]
-
-### Annotations
-
-#### Annotation process
-
-[More Information Needed]
-
-#### Who are the annotators?
-
-[More Information Needed]
-
-### Personal and Sensitive Information
-
-[More Information Needed]
 
 ## Considerations for Using the Data
 
-### Social Impact of Dataset
-
-[More Information Needed]
-
-### Discussion of Biases
-
-[More Information Needed]
-
 ### Other Known Limitations
 
 [More Information Needed]
@@ -144,7 +143,6 @@ features = datasets.Features(
 
 ### Dataset Curators
 
-[More Information Needed]
 Adam Dahlgren Lindström - dali@cs.umu.se
 
 ### Licensing Information