From 1d06eee3b52e999d54188118899be7aa75681daa Mon Sep 17 00:00:00 2001
From: Lance Martin <122662504+rlancemartin@users.noreply.github.com>
Date: Sat, 15 Jul 2023 09:11:18 -0700
Subject: [PATCH] Fix ntbk link in docs (#7755)

Minor fix to running to
[docs](https://python.langchain.com/docs/use_cases/question_answering/local_retrieval_qa).
---
 .../question_answering/local_retrieval_qa.ipynb  | 16 +++++++++++-----
 1 file changed, 11 insertions(+), 5 deletions(-)

diff --git a/docs/extras/use_cases/question_answering/local_retrieval_qa.ipynb b/docs/extras/use_cases/question_answering/local_retrieval_qa.ipynb
index 84f21a3a520..1ef85c005f7 100644
--- a/docs/extras/use_cases/question_answering/local_retrieval_qa.ipynb
+++ b/docs/extras/use_cases/question_answering/local_retrieval_qa.ipynb
@@ -7,11 +7,11 @@
    "source": [
     "# Running LLMs locally\n",
     "\n",
-    "The popularity of [PrivateGPT](https://github.com/imartinez/privateGPT) and [GPT4All](https://github.com/nomic-ai/gpt4all) underscore the importance of running LLMs locally.\n",
+    "The popularity of projects like [PrivateGPT](https://github.com/imartinez/privateGPT), [llama.cpp](https://github.com/ggerganov/llama.cpp), and [GPT4All](https://github.com/nomic-ai/gpt4all) underscore the importance of running LLMs locally.\n",
     "\n",
-    "LangChain has integrations with many open source LLMs that can be run locally.\n",
+    "LangChain has [integrations](https://integrations.langchain.com/) with many open source LLMs that can be run locally.\n",
     "\n",
-    "For example, here we show how to run GPT4All locally using both gpt4all embeddings and model."
+    "For example, here we show how to run `GPT4All` locally (e.g., on your laptop) using local embeddings and a local LLM."
    ]
   },
   {
@@ -143,9 +143,15 @@
    "id": "0d9579a7",
    "metadata": {},
    "source": [
-    "[Download the GPT4All model binary]((https://python.langchain.com/docs/modules/model_io/models/llms/integrations/gpt4all)).\n",
+    "[Download the GPT4All model binary](https://python.langchain.com/docs/modules/model_io/models/llms/integrations/gpt4all).\n",
     "\n",
-    "Then, specify the path."
+    "The Model Explorer on the [GPT4All](https://gpt4all.io/index.html) is a great way to choose and download a model.\n",
+    "\n",
+    "Then, specify the path that you downloaded to to.\n",
+    "\n",
+    "E.g., for me, the model lives here:\n",
+    "\n",
+    "`/Users/rlm/Desktop/Code/gpt4all/models/nous-hermes-13b.ggmlv3.q4_0.bin`"
    ]
   },
   {