diff --git a/lab_members/masters/caroline_guo/index.html b/lab_members/masters/caroline_guo/index.html
index 39ff8e5..1656301 100644
--- a/lab_members/masters/caroline_guo/index.html
+++ b/lab_members/masters/caroline_guo/index.html
@@ -81,12 +81,7 @@ <h1 style="text-align: left;" class="page-title">Caroline Guo</h1>
             <!-- TODO: link your image here. If you want a placeholder image, leave as-is -->
             <img class="profile-photo" src="../../../assets/lab_members/caroline_guo.png"/>
             <div class="social-links">
-              <!-- TODO: link your Github in the href attribute here, or comment out the entire <a> tag -->
-              <a class="social__link" target="_blank" rel="noopener noreferrer" href="https://github.com/youraccount">
-                <svg class="social__icon" viewBox="0 0 18 18" width="22px" height="22px">
-                  <path d="M7.999,0.431c-4.285,0-7.76,3.474-7.76,7.761 c0,3.428,2.223,6.337,5.307,7.363c0.388,0.071,0.53-0.168,0.53-0.374c0-0.184-0.007-0.672-0.01-1.32 c-2.159,0.469-2.614-1.04-2.614-1.04c-0.353-0.896-0.862-1.135-0.862-1.135c-0.705-0.481,0.053-0.472,0.053-0.472 c0.779,0.055,1.189,0.8,1.189,0.8c0.692,1.186,1.816,0.843,2.258,0.645c0.071-0.502,0.271-0.843,0.493-1.037 C4.86,11.425,3.049,10.76,3.049,7.786c0-0.847,0.302-1.54,0.799-2.082C3.768,5.507,3.501,4.718,3.924,3.65 c0,0,0.652-0.209,2.134,0.796C6.677,4.273,7.34,4.187,8,4.184c0.659,0.003,1.323,0.089,1.943,0.261 c1.482-1.004,2.132-0.796,2.132-0.796c0.423,1.068,0.157,1.857,0.077,2.054c0.497,0.542,0.798,1.235,0.798,2.082 c0,2.981-1.814,3.637-3.543,3.829c0.279,0.24,0.527,0.713,0.527,1.437c0,1.037-0.01,1.874-0.01,2.129 c0,0.208,0.14,0.449,0.534,0.373c3.081-1.028,5.302-3.935,5.302-7.362C15.76,3.906,12.285,0.431,7.999,0.431z"/>
-                </svg>
-              </a>
+
               <!-- TODO: link your LinkedIn in the href attribute here, or comment out the entire <a> tag -->
               <a class="social__link" target="_blank" rel="noopener noreferrer" href="https://www.linkedin.com/in/caroline-guo-0a5292156/">
                 <svg class="social__icon" xmlns="http://www.w3.org/2000/svg" width="22px" height="22px" viewBox="0 0 26 26">
@@ -116,11 +111,11 @@ <h1 style="text-align: left;" class="page-title">Caroline Guo</h1>
             <div class="current-focus">
               <p>
                 <!-- TODO: add your education in the <i> tag here, or comment it out -->
-                <i>MMus in Piano Performance (McGill University)</i>
+                <i>MMus in Piano Performance</i>
                 <!-- What degree you are pursuing (ex: BSc in Computer Science, MA in Music Technology, PhD in Music Technology -->
               </p>
               <!-- TODO: add your current focus in the <p> tag here, or comment it out -->
-              <p class="focus">Universal Musical Instrument Lexicon</p>
+              <p class="focus">Universal Musical Instrument Lexicon (UMIL)</p>
               <!-- Your main area of focus in research or work related to the lab. (Ex: Generative Adversarial Networks (GANs)) -->
             </div>
           </div>
@@ -141,7 +136,9 @@ <h4 class="lab_member_subtitles">Research Interests</h4>
             <div class="academic-record">
               <h4 class="lab_member_subtitles">Academic Record</h4>
               <ul>
-                <li>Bachelor of Music in Piano Performance, Minor Mathematics, McGill University</li>
+                <li>M.Mus '27, McGill University (current)</li>
+                <li>B.Mus '23, McGill University</li>
+                <li>B.Eng & B.Mus (discontinued), University of Western Ontario</li>
               </ul>
             </div>
           </div>
@@ -149,7 +146,8 @@ <h4 class="lab_member_subtitles">Academic Record</h4>
           <div class="publications">
             <h4 class="lab_member_subtitles">Publications </h4>
             <ul>
-              <li>https://sites.music.mcgill.ca/mpbs/no-pain-no-gain/principles-of-piano-playing-i-wish-i-knew-before-music-university-backed-by-science/</li>
+              <li>Graduate Seminar: Legacy Mentor Project target="_blank" rel="noopener noreferrer">https://docs.google.com/presentation/d/1y13bEctvZ2ADtGMH57lcRCMyaASZXRXrmiHsehPE7d8/edit?usp=sharing</li>
+              <li>Blog post: Principles of Piano Playing I Wish I Knew Before Music University target="_blank" rel="noopener noreferrer">https://sites.music.mcgill.ca/mpbs/no-pain-no-gain/principles-of-piano-playing-i-wish-i-knew-before-music-university-backed-by-science/</li>
             </ul>
           </div>
         </div>