diff --git a/docs/extras/_templates/integration.mdx b/docs/extras/_templates/integration.mdx
index 5e4b994ebf..addb12042b 100644
--- a/docs/extras/_templates/integration.mdx
+++ b/docs/extras/_templates/integration.mdx
@@ -1,4 +1,3 @@
-
 [comment: Please, a reference example here "docs/integrations/arxiv.md"]::
 [comment: Use this template to create a new .md file in "docs/integrations/"]::
 
@@ -7,26 +6,25 @@
 [comment: Only one Tile/H1 is allowed!]::
 
 >
- 
 [comment: Description: After reading this description, a reader should decide if this integration is good enough to try/follow reading OR]::
 [comment: go to read the next integration doc. ]::
 [comment: Description should include a link to the source for follow reading.]::
 
 ## Installation and Setup
 
-[comment: Installation and Setup: All necessary additional package installations and set ups for Tokens, etc]::
+[comment: Installation and Setup: All necessary additional package installations and setups for Tokens, etc]::
 
 ```bash
 pip install package_name_REPLACE_ME
 ```
 
 [comment: OR this text:]::
-There isn't any special setup for it.
 
+There isn't any special setup for it.
 
 [comment: The next H2/## sections with names of the integration modules, like "LLM", "Text Embedding Models", etc]::
 [comment: see "Modules" in the "index.html" page]::
-[comment: Each H2 section should include a link to an example(s) and a python code with import of the integration class]::
+[comment: Each H2 section should include a link to an example(s) and a Python code with the import of the integration class]::
 [comment: Below are several example sections. Remove all unnecessary sections. Add all necessary sections not provided here.]::
 
 ## LLM
@@ -37,7 +35,6 @@ See a [usage example](/docs/integrations/llms/INCLUDE_REAL_NAME).
 from langchain.llms import integration_class_REPLACE_ME
 ```
 
-
 ## Text Embedding Models
 
 See a [usage example](/docs/integrations/text_embedding/INCLUDE_REAL_NAME)
@@ -46,7 +43,6 @@ See a [usage example](/docs/integrations/text_embedding/INCLUDE_REAL_NAME)
 from langchain.embeddings import integration_class_REPLACE_ME
 ```
 
-
 ## Chat models
 
 See a [usage example](/docs/integrations/chat/INCLUDE_REAL_NAME)
diff --git a/libs/experimental/langchain_experimental/sql/prompt.py b/libs/experimental/langchain_experimental/sql/prompt.py
index 5f4c9b8a4f..c4c57e5f37 100644
--- a/libs/experimental/langchain_experimental/sql/prompt.py
+++ b/libs/experimental/langchain_experimental/sql/prompt.py
@@ -63,7 +63,7 @@ CREATE TABLE "ChatPaper" (
  ORDER BY id
  PRIMARY KEY id
  
-Question: What is Feartue Pyramid Network?
+Question: What is Feature Pyramid Network?
 SQLQuery: SELECT ChatPaper.title, ChatPaper.id, ChatPaper.authors FROM ChatPaper ORDER BY DISTANCE(vector, NeuralArray(PaperRank contribution)) LIMIT {top_k}
 
 
diff --git a/libs/experimental/langchain_experimental/tot/base.py b/libs/experimental/langchain_experimental/tot/base.py
index b423525e45..82f4f92aff 100644
--- a/libs/experimental/langchain_experimental/tot/base.py
+++ b/libs/experimental/langchain_experimental/tot/base.py
@@ -46,7 +46,7 @@ class ToTChain(Chain):
     """ToT Checker to use."""
     output_key: str = "response"  #: :meta private:
     k: int = 10
-    """The maximmum number of conversation rounds"""
+    """The maximum number of conversation rounds"""
     c: int = 3
     """The number of children to explore at each node"""
     tot_memory: ToTDFSMemory = ToTDFSMemory()
diff --git a/libs/experimental/langchain_experimental/tot/prompts.py b/libs/experimental/langchain_experimental/tot/prompts.py
index cd368933fe..e1832ee96c 100644
--- a/libs/experimental/langchain_experimental/tot/prompts.py
+++ b/libs/experimental/langchain_experimental/tot/prompts.py
@@ -126,7 +126,7 @@ CHECKER_PROMPT = PromptTemplate(
         Evaluate the thoughts and respond with one word.
 
         - Respond VALID if the last thought is a valid final solution to the
-        poblem.
+        problem.
         - Respond INVALID if the last thought is invalid.
         - Respond INTERMEDIATE if the last thought is valid but not the final
         solution to the problem.