Update README.md

README.md

@@ -9,16 +9,19 @@ tags:
 pretty_name: medical-bios
 size_categories:
 - 1K<n<10K
+
 ---
 
 # Dataset Description
 
 The dataset comprises English biographies labeled with occupations and binary genders. 
-This is an occupation classification task, where bias with respect to gender can be studied. 
-It includes a subset of 10,000 biographies (8k train/1k dev/1k test) targeting 5 medical occupations (psychologist, surgeon, nurse, dentist, physician). 
+This is an occupation classification task, where bias concerning gender can be studied. 
+It includes a subset of 10,000 biographies (8k train/1k dev/1k test) targeting 5 medical occupations (psychologist, surgeon, nurse, dentist, physician), derived from De-Arteaga et al. (2019). 
 We collect and release human rationale annotations for a subset of 100 biographies in two different settings: non-contrastive and contrastive. 
 In the former, the annotators were asked to find the rationale for the question: "Why is the person in the following short bio described as a L?", where L is the gold label occupation, e.g., nurse. 
-In the latter, the question was "Why is the person in the following short bio described as a L rather than a F", where F (foil) is another medical occupation, e.g., physician. 
+In the latter, the question was "Why is the person in the following short bio described as an L rather than an F", where F (foil) is another medical occupation, e.g., physician. 
+
+You can read more details on the dataset and the annotation process in the paper [Eberle et al. (2023)](https://arxiv.org/abs/2310.11906).
 
 # Dataset Structure
 
@@ -26,7 +29,7 @@ We provide the `standard` version of the dataset, where examples look as follows
 
 ```json
 {
-  "text": "He has been a practicing Dentist for 20 years. He has done BDS . He is currently associated with Sree Sai Dental Clinic in Sowkhya Ayurveda Speciality Clinic, Chennai. ... ",
+  "text": "He has been a practicing Dentist for 20 years. He has done BDS. He is currently associated with Sree Sai Dental Clinic in Sowkhya Ayurveda Speciality Clinic, Chennai. ... ",
   "label": 3,
 }
 ```