Update README.md

README.md

@@ -103,6 +103,22 @@ print(json.dumps(retriever.search(document=EXAMPLE_DOC), indent=4))
 
 # Instruction Templates for Chunk 4/4 of the Document:
 #    - "how did <fi>a group of people</fi> <fi>perform a common practice or activity</fi>"
+
+# ******************************************************
+# Increasing diversity:
+# -----------------------
+# You can increase diversity using the reweight parameter
+# to increase diversity in instruction length like so:
+# `print(json.dumps(retriever.search(document=EXAMPLE_DOC, reweight=True), indent=4))`
+# ******************************************************
+
+# ******************************************************
+# Documentation:
+# -----------------------
+# You can read the full documentation of the `InstructionTemplateRetriever.search` method:
+# by opening/reading the instruction_template_retriever.py file here:
+# https://huggingface.co/fineinstructions/instruction_template_retrieval_embedding/tree/main
+# ******************************************************
 ```
 
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