colbert-case (#397)

Author: mendonk

docs/modules/ROOT/pages/packages.adoc

@@ -7,10 +7,10 @@ RAGStack comes with a set of Python packages that provide the necessary tools to
 . `ragstack-ai-llamaindex`: This package is meant for users who want to use RAGStack with the LlamaIndex framework.
 . `ragstack-ai-colbert`: This package contains the implementation of the ColBERT retrieval.
 
-
 == Supported integrations for `ragstack-ai-langchain`
+
 The `ragstack-ai-langchain` package includes the minimum set of dependencies for using LangChain with {astra_db}.
-LLMs, embeddings, and third-party providers are not included in this package by default, expect for OpenAI and Azure OpenAI.
+LLMs, embeddings, and third-party providers are not included in this package by default, except for OpenAI and Azure OpenAI.
 
 To use LLMs, embeddings, or third-party providers, you can leverage `ragstack-ai-langchain` extras:
 
@@ -19,7 +19,6 @@ To use LLMs, embeddings, or third-party providers, you can leverage `ragstack-ai
 
 Additional LangChain packages should work out of the box, although you need to manage the packages and their dependencies yourself.
 
-
 == Supported integrations for `ragstack-ai-llamaindex`
 
 The `ragstack-ai-llamaindex` package includes the minimum set of dependencies for using LlamaIndex with {astra_db}.
@@ -33,12 +32,11 @@ To use LLMs, embeddings, or third-party providers, you can leverage `ragstack-ai
 
 Additional LLamaIndex packages should work out of the box, although you need to manage the packages and their dependencies yourself.
 
+== ColBERT with `ragstack-ai-langchain` and `ragstack-ai-llamaindex`
 
-== Colbert with `ragstack-ai-langchain` and `ragstack-ai-llamaindex`
-
-The `colbert` module provides a vanilla implementation for COLBert retrieval. It is not tied to any specific framework and can be used with any of the RAGStack packages.
+The `colbert` module provides a vanilla implementation for ColBERT retrieval. It is not tied to any specific framework and can be used with any of the RAGStack packages.
 
-If you want to use COLBert with LangChain or LLamaIndex, you can use the following the extras:
+If you want to use ColBERT with LangChain or LLamaIndex, you can use the following the extras:
 
 . `ragstack-ai-langchain[colbert]`
 . `ragstack-ai-llamaindex[colbert]`

libs/colbert/README.md

@@ -1,6 +1,6 @@
-# RAGStack Colbert
+# RAGStack ColBERT
 
-RAGStack colbert implementation, part of [`ragstack-ai`](https://pypi.org/project/ragstack-ai/).
+RAGStack ColBERT implementation, part of [`ragstack-ai`](https://pypi.org/project/ragstack-ai/).
 
 ## Documentation