Update README.md

README.md

@@ -55,7 +55,7 @@ task_ids:
 
 ## Dataset Description
 
-- **Repository:** [If the dataset is hosted on github or has a github homepage, add URL here](https://github.com/avi-jit/numeracy-literacy)
+- **Repository:** [Github](https://github.com/avi-jit/numeracy-literacy)
 - **Paper:** [PDF](https://github.com/avi-jit/numeracy-literacy/blob/main/camera_ready.pdf)
 - **Point of Contact:** [Avijit Thawani](mailto:thawani@isi.edu)
 
@@ -102,10 +102,9 @@ Describe any criteria for splitting the data, if used. If their are differences
 
 Provide the sizes of each split. As appropriate, provide any descriptive statistics for the features, such as average length.  For example:
 
-|                            | Tain   | Valid | Test |
+|                            | Tain   | Dev | Test |
 | -----                      | ------ | ----- | ---- |
-| Input Sentences            |        |       |      |
-| Average Sentence Length    |        |       |      |
+| Input Sentences            |  739,583 | 92,447 | 92,449|
 
 ## Dataset Creation
 
@@ -181,32 +180,30 @@ If analyses have been run quantifying these biases, please add brief summaries a
 
 ### Other Known Limitations
 
-If studies of the datasets have outlined other limitations of the dataset, such as annotation artifacts, please outline and cite them here.
+Wiki-Convert only has annotations for measured quantities and not other forms of numbers like ordinals or nominals.
 
 ## Additional Information
 
 ### Dataset Curators
 
-List the people involved in collecting the dataset and their affiliation(s). If funding information is known, include it here.
+Extracted and cleaned from Wikipedia at the Information Sciences Institute, University of Southern California. Funded partially by the DARPA program on Machine Commonsense.
 
 ### Licensing Information
 
-Provide the license and link to the license webpage if available.
+Provided under MIT License.
 
 ### Citation Information
 
 Provide the [BibTex](http://www.bibtex.org/)-formatted reference for the dataset. For example:
 ```
-@article{article_id,
-  author    = {Author List},
-  title     = {Dataset Paper Title},
-  journal   = {Publication Venue},
-  year      = {2525}
+@article{numeracy_literacy,
+  author    = {Avijit Thawani, Jay Pujara, Filip Ilievski},
+  title     = {Numeracy enhances Literacy in Language Models},
+  journal   = {The 2021 Conference on Empirical Methods in Natural Language Processing},
+  year      = {2021}
 }
 ```
 
-If the dataset has a [DOI](https://www.doi.org/), please provide it here.
-
 ### Contributions
 
-Thanks to [@github-username](https://github.com/<github-username>) for adding this dataset.
+Thanks to [@avi-jit](https://github.com/avi-jit) for adding this dataset.