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amaiya · May 11, 2023 · 5ac4c9a · 5ac4c9a
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diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -9,7 +9,7 @@ Most recent releases are shown at the top. Each release shows:
 ## 0.37.0 (2023-05-11)
 
 ### new:
-- Support for **Generative Question-Answering** powered by OpenAI models.  Ask questions to any set of documents and get back answers with citations to where the answer was found in your corpus.
+- Support for **Generative Question-Answering** powered by OpenAI models.  Ask questions to any set of documents and get back answers with citations to where the answer was found in your documents.
 
 ### changed
 - N/A

diff --git a/README.md b/README.md
@@ -13,7 +13,7 @@
 
 ### News and Announcements
 - **2023-05-11**
-  - **ktrain 0.37.x** is released and supports **Generative Question-Answering** using OpenAI models like GPT-3.5-turbo by wrapping the LangChain and Paper-QA packages. Ask a large text corpus questions and receive answers with citations into your corpus. See the [example notebook](https://nbviewer.jupyter.org/github/amaiya/ktrain/blob/develop/examples/text/question_answering_with_openai.ipynb) for more information.
+  - **ktrain 0.37.x** is released and supports **Generative Question-Answering** using OpenAI models like GPT-3.5-turbo by wrapping the LangChain and Paper-QA packages. Ask a large text corpus questions and receive answers with citations to which documents the answers were found. See the [example notebook](https://nbviewer.jupyter.org/github/amaiya/ktrain/blob/develop/examples/text/question_answering_with_openai.ipynb) for more information.
 ```python
 import os
 os.environ['OPENAI_API_KEY'] = 'ENTER YOUR OPENAI API KEY HERE'