diff --git a/docs/index.md b/docs/index.md
index b24d060..dd82491 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -4,7 +4,7 @@ FastEmbed is an easy to use -- lightweight, fast, Python library built for retri
 
 The default embedding supports "query" and "passage" prefixes for the input text. The default model is [Flag Embedding](https://github.com/FlagOpen/FlagEmbedding), which is top of the [MTEB](https://huggingface.co/spaces/mteb/leaderboard) leaderboard. 
 
-Advanced user? Skip ahead to [Retrieval with FastEmbed](https://qdrant.github.io/fastembed/examples/Retrieval%20with%20FastEmbed/)
+Advanced user? Skip ahead to [Retrieval with FastEmbed](https://qdrant.github.io/fastembed/examples/Retrieval_with_FastEmbed/)
 
 To install the FastEmbed library, pip works: 
 
@@ -42,4 +42,4 @@ It's important we justify the "fast" in FastEmbed. FastEmbed is fast because:
 
 ### Why accurate?
 1. Better than OpenAI Ada-002
-2. Top of the Embedding leaderboards e.g. [MTEB](https://huggingface.co/spaces/mteb/leaderboard)
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+2. Top of the Embedding leaderboards e.g. [MTEB](https://huggingface.co/spaces/mteb/leaderboard)