Update README.md

README.md

@@ -67,6 +67,8 @@ configs:
   - split: train
     path: "parquet/paper_fulltext_embeddings.parquet"
 ---
+# Generated from Research Library:
+https://github.com/peytontolbert/Research_Library
 
 # Paper Universe Graph Dataset
 
@@ -103,24 +105,6 @@ This dataset preserves:
 - `paper_embeddings`: `1000000` rows
 - `paper_fulltext_embeddings`: `1000000` rows
 
-## Loading
-
-```python
-from datasets import load_dataset
-
-paper_nodes = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "paper_nodes")
-paper_category_edges = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "paper_category_edges")
-paper_knn = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "paper_knn")
-category_nodes = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "category_nodes")
-category_knn = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "category_knn")
-topic_nodes = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "topic_nodes")
-paper_topic_edges = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "paper_topic_edges")
-year_nodes = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "year_nodes")
-paper_year_edges = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "paper_year_edges")
-paper_embeddings = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "paper_embeddings")
-paper_fulltext_embeddings = load_dataset("YOUR_NAMESPACE/YOUR_DATASET", "paper_fulltext_embeddings")
-```
-
 ## Notes
 
 - `paper_nodes` stores metadata references and coordinates, not the full paper body.