diff --git a/README.md b/README.md
index 7cc2be2..f95977e 100644
--- a/README.md
+++ b/README.md
@@ -37,30 +37,29 @@ robust and efficient user experience.
 
 ### Main Updates
 - Multiple authors can now submit data for the same paper. Each author is recognized as a contributor on the WormBase paper page
-- The author curation interface now works even for authors behind stringent firewalls and proxies
+- The author curation interface now works also for authors behind stringent firewalls and proxies
 - PDFs and related bibliographic data are now accessed from the Alliance of Genome Resources (AGR) central repository
 - PDF to text conversion is now performed through GROBID, a machine learning library for converting structured PDFs into TEI, a standard XML format specifically designed for scientific articles
-- Curators can now identify sentences of interest for curation in articles using machine learning models integrated into the curator dashboard
+- Curators can now identify sentences of interest for curation -- gene expression and protein kinase activity -- in articles using machine learning models integrated into the curator dashboard
 - Reminder emails are now sent every two weeks to increase the response rate
 - ACKnowledge can now extract data for multiple organisms
 - ACKnowledge is now integrated into Caltech AWS infrastructure, with improved security and performance
 - ACKnowledge is now listed on the International Society for Biocuration (ISB) [curate page](https://www.biocuration.org/curate-now/)
 
 ### User Updates
-- Non-curated transgenes are not automatically extracted from the text anymore
 - Authors can now indicate if they contributed for the paper through other community curation initiatives
-- Improved email exclusion list to consider preferences for receiving emails expressed by users on WormBase
+- Improved email exclusion list to consider user preferences from WormBase
 - Removed images from all emails to improve accessibility and compatibility with email clients
 - Added FAQ section for the 'new species' field
 
 ### Bug Fixes
 - Fixed links to PubMed using the new URL format
 - The author portal login is now case-insensitive
-- Fixed various issues with the author curation form
+- Fixed other UI issues with the author curation form
 
 ### Curator Dashboard Updates
-- Added a new page to view the sentences of interest identified by the machine learning models
-- New button to download the sentences of interest in a CSV format
+- Added a new page to view sentences of interest identified by machine learning
+- Added a new button to download sentences of interest in CSV format
 
 ## Version 4.0
 
diff --git a/index.html b/index.html
index 2636eaf..7070b1c 100644
--- a/index.html
+++ b/index.html
@@ -51,10 +51,10 @@ <h3>Introduction</h3>
     <h3>Main Updates</h3>
     <ul>
         <li>Multiple authors can now submit data for the same paper. Each author is recognized as a contributor on the WormBase paper page</li>
-        <li>The author curation interface now works even for authors behind stringent firewalls and proxies</li>
+        <li>The author curation interface now works also for authors behind stringent firewalls and proxies</li>
         <li>PDFs and related bibliographic data are now accessed from the Alliance of Genome Resources central repository</li>
         <li>PDF to text conversion is now performed through GROBID, a machine learning library for converting structured PDFs into TEI, a standard XML format specifically designed for scientific articles</li>
-        <li>Curators can now identify sentences of interest for curation in articles using machine learning models integrated into the curator dashboard</li>
+        <li>Curators can now identify sentences of interest for curation -- gene expression and protein kinase activity -- in articles using machine learning models integrated into the curator dashboard</li>
         <li>Reminder emails are now sent every two weeks to increase the response rate</li>
         <li>ACKnowledge can now extract data for multiple organisms</li>
         <li>ACKnowledge is now integrated into Caltech AWS infrastructure, with improved security and performance</li>
@@ -62,9 +62,8 @@ <h3>Main Updates</h3>
     </ul>
     <h4><strong>User Updates</strong></h4>
     <ul>
-        <li>Non-curated transgenes are not automatically extracted from the text anymore</li>
         <li>Authors can now indicate if they contributed for the paper through other community curation initiatives</li>
-        <li>Improved email exclusion list to consider preferences for receiving emails expressed by users on WormBase</li>
+        <li>Improved email exclusion list to consider user preferences from WormBase</li>
         <li>Removed images from all emails to improve accessibility and compatibility with email clients</li>
         <li>Added FAQ section for the 'new species' field</li>
     </ul>
@@ -72,12 +71,12 @@ <h4><strong>Bug Fixes</strong></h4>
     <ul>
         <li>Fixed links to PubMed using the new URL format</li>
         <li>The author portal login is now case-insensitive</li>
-        <li>Fixed various issues with the author curation form</li>
+        <li>Fixed other UI issues with the author curation form</li>
     </ul>
     <h4><strong>Curator Dashboard Updates</strong></h4>
     <ul>
-        <li>Added a new page to view the sentences of interest identified by the machine learning models</li>
-        <li>New button to download the sentences of interest in a CSV format</li>
+        <li>Added a new page to view sentences of interest identified by machine learning</li>
+        <li>Added a new button to download sentences of interest in CSV format</li>
     </ul>
 
     <h2>Version 4.0</h2>