Update README.md

README.md

@@ -402,9 +402,11 @@ language:
 pretty_name: Folktexts real-world unrealizable classification tasks
 size_categories:
 - 1M<n<10M
+paperswithcode_id: folktexts
+
 ---
 
-# Dataset Card for `folktexts` <!-- omit in toc -->
+# Dataset Card for _folktexts_ <!-- omit in toc -->
 
 [Folktexts](https://github.com/socialfoundations/folktexts) is a suite of Q&A
 datasets with natural outcome uncertainty, aimed at evaluating LLMs' calibration
@@ -460,7 +462,6 @@ Table of contents:
 - [Dataset Creation](#dataset-creation)
 - [Citation](#citation)
 - [More Information](#more-information)
-- [Dataset Card Authors](#dataset-card-authors)
 
 
 ## Dataset Details
@@ -468,12 +469,12 @@ Table of contents:
 ### Dataset Description <!-- omit in toc -->
 
 - **Language(s) (NLP):** English
-- **License:** Code is licensed under the MIT license; Data license is governed by the U.S. Census Bureau [terms of service](https://www.census.gov/data/developers/about/terms-of-service.html).
+- **License:** Code is licensed under the [MIT license](https://github.com/socialfoundations/folktexts/blob/main/LICENSE); Data license is governed by the U.S. Census Bureau [terms of service](https://www.census.gov/data/developers/about/terms-of-service.html).
 
 ### Dataset Sources <!-- omit in toc -->
 
 - **Repository:** https://github.com/socialfoundations/folktexts
-- **Paper:** ["Evaluating language models as risk scores", Cruz et al., NeurIPS 2024.](https://arxiv.org/pdf/2407.14614)
+- **Paper:** https://arxiv.org/pdf/2407.14614
 - **Data source:** [2018 American Community Survey Public Use Microdata Sample](https://www.census.gov/programs-surveys/acs/microdata/documentation/2018.html)
 
 ## Uses
@@ -488,8 +489,6 @@ as individual rows feature protected demographic attributes such as `sex` and
 
 ## Dataset Structure
 
-<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
-
 **Description of dataset columns:**
 - `id`: A unique row identifier.
 - `description`: A textual description of an individual's features, following a bulleted-list format.
@@ -534,7 +533,8 @@ U.S. Census Bureau.
 
 ## Citation
 
-**BibTeX:**
+If you find this useful in your research, please consider citing the following paper:
+
 ```bib
 @inproceedings{
 cruz2024evaluating,
@@ -549,8 +549,8 @@ url={https://openreview.net/forum?id=qrZxL3Bto9}
 ## More Information
 
 More information is available in the [`folktexts` package repository](https://github.com/socialfoundations/folktexts)
-as well as in the [Cruz et al., NeurIPS 2024](https://arxiv.org/pdf/2407.14614).
+as well as in the [Cruz et al. (NeurIPS 2024)](https://arxiv.org/pdf/2407.14614) paper.
 
-## Dataset Card Authors
+### Dataset Card Authors <!-- omit in toc -->
 
 [André F. Cruz](https://github.com/andrefcruz)