Update README.md

README.md

@@ -18,15 +18,31 @@ size_categories:
 This is a subset of [sentence-transformers/gooaq](https://huggingface.co/datasets/sentence-transformers/gooaq).
 
 This dataset is a collection of question-answer pairs, collected from Google. See GooAQ for additional information. This dataset can be used directly with Sentence Transformers to train embedding models.
-Dataset Subsets
-pair subset
-
-    Columns: "question", "answer", "category"
-    Column types: str, str
-    Examples:
-
-    {
-      'question': 'is toprol xl the same as metoprolol?',
-      'answer': 'Metoprolol succinate is also known by the brand name Toprol XL. It is the extended-release form of metoprolol. Metoprolol succinate is approved to treat high blood pressure, chronic chest pain, and congestive heart failure.',
-      'category': 'Chemistry'
-    }
+
+## Dataset Subsets 
+
+  Columns: "question", "answer", "category"
+  Column types: str, str
+  Examples:
+
+  {
+    'question': 'is toprol xl the same as metoprolol?',
+    'answer': 'Metoprolol succinate is also known by the brand name Toprol XL. It is the extended-release form of metoprolol. Metoprolol succinate is approved to treat high blood pressure, chronic chest pain, and congestive heart failure.',
+    'category': 'Chemistry'
+  }
+
+## Method of categorization
+
+Llama-3.1-8B was queried for category for each question using the following function:
+```python
+def get_category(row):
+    query = "You need to categorize the following question into one of the following categories: "
+    categories = ["Biology", "Chemistry", "Physics", "Mathematics", "Computer Science", "Medicine", "Pop culture", "History", "Philosophy", "Art", "Music", "Sports", "Politics", "Religion", "Other"]
+    query += ", ".join(categories)
+    query += ". The question is: ```" + row["question"] + "```"
+    query += ". The answer is: ```" + row["answer"] + "```"
+    query += "\n Answer only with the category name, no other text."
+    return ask_llm(query)
+```
+
+This subset consists only of the following categories: `{"Biology", "Chemistry", "Medicine"}`