diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index e4346bcd..9685303e 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -122,20 +122,20 @@ nav:
           - Available models: 
               - Overview: embeddings/default_embedding_functions.md
               - Text Embedding Functions:
-                  - Sentence Transformers: embeddings\available_embedding_models\text_embedding_functions\sentence_transformers.md
-                  - Huggingface Embedding Models: embeddings\available_embedding_models\text_embedding_functions\huggingface_embedding.md
-                  - Ollama Embeddings: embeddings\available_embedding_models\text_embedding_functions\ollama_embedding.md
-                  - OpenAI Embeddings: embeddings\available_embedding_models\text_embedding_functions\openai_embedding.md
-                  - Instructor Embeddings: embeddings\available_embedding_models\text_embedding_functions\instructor_embedding.md
-                  - Gemini Embeddings: embeddings\available_embedding_models\text_embedding_functions\gemini_embedding.md
-                  - Cohere Embeddings: embeddings\available_embedding_models\text_embedding_functions\cohere_embedding.md
-                  - Jina Embeddings: embeddings\available_embedding_models\text_embedding_functions\jina_embedding.md
-                  - AWS Bedrock Text Embedding Functions: embeddings\available_embedding_models\text_embedding_functions\aws_bedrock_embedding.md
-                  - IBM watsonx.ai Embeddings: embeddings\available_embedding_models\text_embedding_functions\ibm_watsonx_ai_embedding.md
+                  - Sentence Transformers: embeddings/available_embedding_models/text_embedding_functions/sentence_transformers.md
+                  - Huggingface Embedding Models: embeddings/available_embedding_models/text_embedding_functions/huggingface_embedding.md
+                  - Ollama Embeddings: embeddings/available_embedding_models/text_embedding_functions/ollama_embedding.md
+                  - OpenAI Embeddings: embeddings/available_embedding_models/text_embedding_functions/openai_embedding.md
+                  - Instructor Embeddings: embeddings/available_embedding_models/text_embedding_functions/instructor_embedding.md
+                  - Gemini Embeddings: embeddings/available_embedding_models/text_embedding_functions/gemini_embedding.md
+                  - Cohere Embeddings: embeddings/available_embedding_models/text_embedding_functions/cohere_embedding.md
+                  - Jina Embeddings: embeddings/available_embedding_models/text_embedding_functions/jina_embedding.md
+                  - AWS Bedrock Text Embedding Functions: embeddings/available_embedding_models/text_embedding_functions/aws_bedrock_embedding.md
+                  - IBM watsonx.ai Embeddings: embeddings/available_embedding_models/text_embedding_functions/ibm_watsonx_ai_embedding.md
               - Multimodal Embedding Functions:
-                  - OpenClip embeddings: embeddings\available_embedding_models\multimodal_embedding_functions\openclip_embedding.md
-                  - Imagebind embeddings: embeddings\available_embedding_models\multimodal_embedding_functions\imagebind_embedding.md
-                  - Jina Embeddings: embeddings\available_embedding_models\multimodal_embedding_functions\jina_multimodal_embedding.md
+                  - OpenClip embeddings: embeddings/available_embedding_models/multimodal_embedding_functions/openclip_embedding.md
+                  - Imagebind embeddings: embeddings/available_embedding_models/multimodal_embedding_functions/imagebind_embedding.md
+                  - Jina Embeddings: embeddings/available_embedding_models/multimodal_embedding_functions/jina_multimodal_embedding.md
           - User-defined embedding functions: embeddings/custom_embedding_function.md
           - "Example: Multi-lingual semantic search": notebooks/multi_lingual_example.ipynb
           - "Example: MultiModal CLIP Embeddings": notebooks/DisappearingEmbeddingFunction.ipynb
@@ -234,20 +234,20 @@ nav:
       - Available models: 
           - Overview: embeddings/default_embedding_functions.md
           - Text Embedding Functions:
-              - Sentence Transformers: embeddings\available_embedding_models\text_embedding_functions\sentence_transformers.md
-              - Huggingface Embedding Models: embeddings\available_embedding_models\text_embedding_functions\huggingface_embedding.md
-              - Ollama Embeddings: embeddings\available_embedding_models\text_embedding_functions\ollama_embedding.md
-              - OpenAI Embeddings: embeddings\available_embedding_models\text_embedding_functions\openai_embedding.md
-              - Instructor Embeddings: embeddings\available_embedding_models\text_embedding_functions\instructor_embedding.md
-              - Gemini Embeddings: embeddings\available_embedding_models\text_embedding_functions\gemini_embedding.md
-              - Cohere Embeddings: embeddings\available_embedding_models\text_embedding_functions\cohere_embedding.md
-              - Jina Embeddings: embeddings\available_embedding_models\text_embedding_functions\jina_embedding.md
-              - AWS Bedrock Text Embedding Functions: embeddings\available_embedding_models\text_embedding_functions\aws_bedrock_embedding.md
-              - IBM watsonx.ai Embeddings: embeddings\available_embedding_models\text_embedding_functions\ibm_watsonx_ai_embedding.md
+              - Sentence Transformers: embeddings/available_embedding_models/text_embedding_functions/sentence_transformers.md
+              - Huggingface Embedding Models: embeddings/available_embedding_models/text_embedding_functions/huggingface_embedding.md
+              - Ollama Embeddings: embeddings/available_embedding_models/text_embedding_functions/ollama_embedding.md
+              - OpenAI Embeddings: embeddings/available_embedding_models/text_embedding_functions/openai_embedding.md
+              - Instructor Embeddings: embeddings/available_embedding_models/text_embedding_functions/instructor_embedding.md
+              - Gemini Embeddings: embeddings/available_embedding_models/text_embedding_functions/gemini_embedding.md
+              - Cohere Embeddings: embeddings/available_embedding_models/text_embedding_functions/cohere_embedding.md
+              - Jina Embeddings: embeddings/available_embedding_models/text_embedding_functions/jina_embedding.md
+              - AWS Bedrock Text Embedding Functions: embeddings/available_embedding_models/text_embedding_functions/aws_bedrock_embedding.md
+              - IBM watsonx.ai Embeddings: embeddings/available_embedding_models/text_embedding_functions/ibm_watsonx_ai_embedding.md
           - Multimodal Embedding Functions:
-              - OpenClip embeddings: embeddings\available_embedding_models\multimodal_embedding_functions\openclip_embedding.md
-              - Imagebind embeddings: embeddings\available_embedding_models\multimodal_embedding_functions\imagebind_embedding.md
-              - Jina Embeddings: embeddings\available_embedding_models\multimodal_embedding_functions\jina_multimodal_embedding.md
+              - OpenClip embeddings: embeddings/available_embedding_models/multimodal_embedding_functions/openclip_embedding.md
+              - Imagebind embeddings: embeddings/available_embedding_models/multimodal_embedding_functions/imagebind_embedding.md
+              - Jina Embeddings: embeddings/available_embedding_models/multimodal_embedding_functions/jina_multimodal_embedding.md
       - User-defined embedding functions: embeddings/custom_embedding_function.md
       - "Example: Multi-lingual semantic search": notebooks/multi_lingual_example.ipynb
       - "Example: MultiModal CLIP Embeddings": notebooks/DisappearingEmbeddingFunction.ipynb