diff --git a/docs/docs/introduction/retrieval-inventory.md b/docs/docs/introduction/retrieval-inventory.md
index ea99ac6..c5db0c9 100644
--- a/docs/docs/introduction/retrieval-inventory.md
+++ b/docs/docs/introduction/retrieval-inventory.md
@@ -11,10 +11,10 @@ Below is a list of various retrieval techniques and resources grouped by which p
 * **Query Transformation -** Augment, structure, or enhance your input query
   * [**Multi-Query**](/query-transformation/multi-query) - Generate additional questions/queries based on your original query to return more holistic documents
 * **Index -** Adjust your data structures and associations
-  * [**Multi-Vector**](/indexing/multi-vector.md) - In addition to your the normal embeddings of your documents it is sometimes helpful to have multiple _alternative_ embeddings per document. These can include embeddings of a summary, hypothetical questions, or any other custom text
+  * [**Multi-Vector**](/indexing/multi-vector.md) - In addition to the normal embeddings of your documents it is sometimes helpful to have multiple _alternative_ embeddings per document. These can include embeddings of a summary, hypothetical questions, or any other custom text
   * [**Parent Document Retriever**](/indexing/parent-document-retriever.md) - A version of multi-vector where large chunks are further split up into smaller (child) chunks
 * **Retrieval Methods -** The method in which you pull documents out of your knowledge base
   * [**Top-K Similarity Search**](/retrieval-methods/top-k-search.md) - Select the top K similar documents that match your query from your vectorestore. This is the 'Hello World' example of retrieval.
   * [**Maximum Marginal Relevance (MMR)**](/retrieval-methods/maximum-marginal-relevance.md) - Return similar but diverse documents. Great for when you'd like to remove redundancy in your context
 * **Document Transform -** Transform your documents before using them as context with your LLM
-  * [**Contextual Compression**](/document-transform/contextual-compression.md) - Extract contextually relevant information from your retrieved docs. Generally used to try and to increase signal:noise ratio
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+  * [**Contextual Compression**](/document-transform/contextual-compression.md) - Extract contextually relevant information from your retrieved docs. Generally used to try and to increase signal:noise ratio