Update README.md

README.md

@@ -3,11 +3,8 @@ size_categories:
 - 10K<n<100K
 pretty_name: OKReddit Visionary
 task_categories:
-- text-generation
-- fill-mask
-task_ids:
-- language-modeling
-- masked-language-modeling
+- question-answering
+- image-to-text
 source_datasets:
 - original
 language:
@@ -22,18 +19,25 @@ language:
 
 OKReddit Visionary is a collection of **50 GiB** (~74K pairs) of image Question & Answers. This dataset has been prepared for research or archival purposes.
 
-This dataset includes (obviously) a filtered list of subreddits.
-
 - **Curated by:** KaraKaraWitch
 - **Funded by:** Recursal.ai
 - **Shared by:** KaraKaraWitch
-- **Language(s) (NLP):** Mainly English. Other languages are available at smaller sizes.
-- **License:** `Scripts` folder are Apache 2.0. Refer to [Licensing Information](#licensing-information) for data license.
+- **Special Thanks:** [harrison](https://huggingface.co/harrisonvanderbyl) (Suggestion)
+- **Language(s) (NLP):** Mainly English.
+- **License:** Refer to [Licensing Information](#licensing-information) for data license.
 
 ### Dataset Sources
 
 - **Source Data:** [Academic Torrents](https://academictorrents.com/details/9c263fc85366c1ef8f5bb9da0203f4c8c8db75f4) by (stuck_in_the_matrix, Watchful1, RaiderBDev & pushshift folks.)
 
+## Supported Tasks and Leaderboards
+
+The dataset may be used for a variety of natural language processing (NLP) tasks including:
+
+- Visual Questioning: Dataset contains question and answer pairs
+- Text to Image (and vice versa).
+
+
 ## Languages
 
 All the questions and answers should be in english at this size point.
@@ -55,6 +59,24 @@ tar_file = "PackedTar.tar"
 hf_dataset = wds.WebDataset(str(tar_root)).decode("pil")
 ```
 
+# Dataset Creation
+
+## Curation Rationale
+
+Some subreddits are more often than not, Q&A subreddits. Where the submission author asks a question (+An Image), and recieve responses back.
+
+### Subreddits Picked
+
+Following a suggestion from harrison, I've selected the following subreddits for this dataset:
+
+- PeterExplainsTheJoke
+- whatisthisanimal
+- whatisthisbug
+- whatisthiscar
+- whatisthisthing
+
+Some subreddits were not present in the base OKReddit-RC3 (/r/PeterExplainsTheJoke for example) dataset and had to be pulled from an intermediary step. But the same quality metrics where used in the final subreddit filtering.
+
 # Additional Information
 
 ## Recursal's Vision