diff --git a/docs/benchmarks.md b/docs/benchmarks.md
index ed2e25ed6..8e7743faf 100644
--- a/docs/benchmarks.md
+++ b/docs/benchmarks.md
@@ -18,11 +18,10 @@ responses.
 Aider currently uses simple text based editing formats, but
 [OpenAI's new function calling
 API](https://openai.com/blog/function-calling-and-other-api-updates)
-look like a promising way to create more structured edit formats.
+looks like a promising way to create more structured edit formats.
 Before making such a big change, I wanted to make
-sure I had a quantitative way to assess
-how function based edit formats would affect
-the reliability of code editing.
+sure I had a quantitative way to assess the benefits
+of function based editing.
 
 I developed a
 benchmark based on the [Exercism