From 25cf1a74d5cec79d4cc4a7c9f4199d77459de60f Mon Sep 17 00:00:00 2001
From: Isaac Francisco <78627776+isahers1@users.noreply.github.com>
Date: Mon, 3 Jun 2024 17:16:54 -0700
Subject: [PATCH] docs: rag tutorial small fixes (#22450)

---
 docs/docs/tutorials/rag.ipynb | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/docs/docs/tutorials/rag.ipynb b/docs/docs/tutorials/rag.ipynb
index 88110e7630d..554a9c64091 100644
--- a/docs/docs/tutorials/rag.ipynb
+++ b/docs/docs/tutorials/rag.ipynb
@@ -424,8 +424,7 @@
     "`TextSplitter`: Object that splits a list of `Document`s into smaller\n",
     "chunks. Subclass of `DocumentTransformer`s.\n",
     "\n",
-    "- Explore [context-aware splitters](/docs/how_to#text-splitters), which keep the location (“context”) of each\n",
-    "  split in the original `Document`\n",
+    "- Learn more about splitting text using different methods by reading the [how-to docs](/docs/how_to#text-splitters)\n",
     "- [Code (py or js)](/docs/integrations/document_loaders/source_code)\n",
     "- [Scientific papers](/docs/integrations/document_loaders/grobid)\n",
     "- [Interface](https://api.python.langchain.com/en/latest/base/langchain_text_splitters.base.TextSplitter.html): API reference for the base interface.\n",
@@ -577,7 +576,7 @@
     "  - `MultiQueryRetriever` [generates variants of the input\n",
     "    question](/docs/how_to/MultiQueryRetriever)\n",
     "    to improve retrieval hit rate.\n",
-    "  - `MultiVectorRetriever` (diagram below) instead generates\n",
+    "  - `MultiVectorRetriever` instead generates\n",
     "    [variants of the\n",
     "    embeddings](/docs/how_to/multi_vector),\n",
     "    also in order to improve retrieval hit rate.\n",