added author info and started usage example

README.md

@@ -31,11 +31,14 @@ This dataset contains all the text annotations we collected and parsed from UniP
 
 <!-- Address questions around how the dataset is intended to be used. -->
 
-### Direct Use
+### Example usage
 
-<!-- This section describes suitable use cases for the dataset. -->
+```
+from datasets import load_dataset
 
 
+
+```
 ### Out-of-Scope Use
 
 <!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
@@ -50,15 +53,9 @@ This dataset contains text annotations from Swiss-Prot February 2023; our models
 
 ## Dataset Creation
 
-### Curation Rationale
-
-<!-- Motivation for the creation of this dataset. -->
-
-[More Information Needed]
-
 ### Source Data
 
-<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
+This data was collected from the Swiss-Prot checkpoint from February 2023, found here: XXX
 
 #### Data Collection and Processing
 
@@ -85,29 +82,25 @@ To our knowledge, this dataset does not contain any private information.
 In general, the dataset is highly imbalanced in terms of how many and what protein sequences in Swiss-Prot have an annotation for a given annotation type. This dataset is sparse
 
 
-## Citation [optional]
-
-<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
+## Citation
 
 **BibTeX:**
 
-[More Information Needed]
-
-
-## Glossary [optional]
-
-<!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
-
-[More Information Needed]
-
-## More Information [optional]
-
-[More Information Needed]
+```
+@article{duan2024boosting,
+  title={Boosting the Predictive Power of Protein Representations with a Corpus of Text Annotations},
+  author={Duan, Haonan and Skreta, Marta and Cotta, Leonardo and Rajaonson, Ella Miray and Dhawan, Nikita and Aspuru-Guzik, Alán and Maddison, Chris J},
+  journal={bioRxiv},
+  pages={2024--07},
+  year={2024},
+  publisher={Cold Spring Harbor Laboratory}
+}
+```
 
-## Dataset Card Authors [optional]
+## Dataset Card Authors
 
 [More Information Needed]
 
 ## Dataset Card Contact
 
-For any issues with this dataset, please contact martaskreta@cs.toronto.edu or 
+For any issues with this dataset, please contact `martaskreta@cs.toronto.edu` or `haonand@cs.toronto.edu`