Update README.md

README.md

@@ -17,4 +17,15 @@ configs:
 ---
 # Dataset Card for "vocab_filtered_dataset_2.1B"
 
-[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+## Dataset Description
+
+- **Paper: **
+- **Point of Contact: [email protected]**
+
+### Dataset Summary
+This data is the simplified vocabulary-filtered pretraining data published by "Emergent Abilities in Reduced-Scale Generative Language Models". The vocabulary is derived from the AO-Childes speech corpus (https://github.com/UIUCLearningLanguageLab/AOCHILDES)
+We filter the train split of SlimPajama dataset (https://huggingface.co/datasets/cerebras/SlimPajama-627B) based on the AO-Childes vocabulary retaining spans which contain integers, symbols, and words that belong to the AO-Childes vocabulary. Around 1.5% of Out of Vocabulary words are also allowed.
+
+### Citation Information
+If this dataset is useful to you please cite our work.
+