Update README.md

README.md

@@ -1,3 +1,78 @@
 ---
 license: cc-by-nc-sa-4.0
+task_categories:
+- text-classification
+language:
+- en
+tags:
+- medical
+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). 
+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. 
+
+# Dataset Structure
+
+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. ... ",
+  "label": 3,
+}
+```
+
+and the newly curated subset of examples including human rationales, dubbed `rationales', where examples look as follows. 
+
+
+```json
+{
+  "text": "'She is currently practising at Dr Ravindra Ratolikar Dental Clinic in Narayanguda, Hyderabad.",
+  "label": 3,
+  "foil": 2,
+  "words": ['She', 'is', 'currently', 'practising', 'at', 'Dr', 'Ravindra', 'Ratolikar', 'Dental', 'Clinic', 'in', 'Narayanguda', ',', 'Hyderabad', '.']
+  "rationale": [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
+  "contrastive_rationale": [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
+}
+
+```
+
+# Use
+
+To load the `standard` version of the dataset:
+
+```python
+from datasets import load_dataset
+dataset = load_dataset("coastalcph/medical-bios", "standard")
+```
+
+To load the newly curated subset of examples with human rationales:
+
+```python
+from datasets import load_dataset
+dataset = load_dataset("coastalcph/medical-bios", "rationales")
+```
+
+# Citation 
+
+[*Oliver Eberle\*, Ilias Chalkidis\*, Laura Cabello, Stephanie Brandl. Rather a Nurse than a Physician - Contrastive Explanations under Investigation. 2023. In the Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing. Singapore.*](xxx)
+
+```
+@inproceedings{eberle-etal-2023-contrast-bios,
+      author={Oliver Eberle, Ilias Chalkidis, Laura Cabello, Stephanie Brandl},
+      title={Rather a Nurse than a Physician - Contrastive Explanations under Investigation},
+      booktitle={Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing},
+      year={2023},
+      address={Singapore, Singapore}
+}
+```
+