Merge pull request langchain-ai#6 from sid77x/patch-1

added punctuation

README.md

@@ -19,14 +19,14 @@ Ingestion has the following steps:
 1. Pull html from documentation site
 2. Parse html with BeautifulSoup
 3. Split documents with LangChain's [TextSplitter](https://langchain.readthedocs.io/en/latest/modules/utils/combine_docs_examples/textsplitter.html)
-4. Create a vectorstore of embeddings, using LangChain's [vectorstore wrapper](https://langchain.readthedocs.io/en/latest/modules/utils/combine_docs_examples/vectorstores.html) (with OpenAI's embeddings and Weaviate's vectorstore)
+4. Create a vectorstore of embeddings, using LangChain's [vectorstore wrapper](https://langchain.readthedocs.io/en/latest/modules/utils/combine_docs_examples/vectorstores.html) (with OpenAI's embeddings and Weaviate's vectorstore).
 
 Question-Answering has the following steps:
 
-1. Given the chat history and new user input, determine what a standalone question would be (using GPT-3)
-2. Given that standalone question, look up relevant documents from the vectorstore
-3. Pass the standalone question and relevant documents to GPT-3 to generate a final answer
+1. Given the chat history and new user input, determine what a standalone question would be (using GPT-3).
+2. Given that standalone question, look up relevant documents from the vectorstore.
+3. Pass the standalone question and relevant documents to GPT-3 to generate a final answer.
 
-## 🧠 How to Extend to your documentation
+## 🧠 How to Extend to your documentation?
 
 Coming soon.