diff --git a/README.md b/README.md
index da67cfa..7c3902e 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Ragged
 
-Simple utilities for piece-wise evaluation of LLM based chat and retrieval system.
+Simple utilities for piece-wise evaluation of LLM based chat and retrieval systems
 
 ### Setup
 Build from source
@@ -41,4 +41,4 @@ print(hit_rate.evaluate(top_k=5, query_type="all")) # Evaliate all possible quer
 ```
 
 ## Create custom Dataset, Metrics, Reranking connectors
-# TODO
\ No newline at end of file
+# TODO