diff --git a/docs/index.html b/docs/index.html
index c2e6c94..2c3098e 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -149,7 +149,7 @@ <h2 class="subtitle is-3 publication-subtitle" style="margin-bottom: 32px;">
               <span class="author-block"><sup style="color:#339cff">3</sup>Insource Services Inc,</span>
               <span class="author-block"><sup style="color:#ffac33">4</sup>Teaching Lab,</span>
               <span class="author-block"><sup style="color:#d84dda">5</sup>Allen Institute for AI</span><br>
-              <span class="paper-block"><b style="color:#f41c1c">NeurIPS 2024, Math AI Workshop</b></span>
+              <span class="paper-block"><b style="color:#f41c1c">NeurIPS 2024, Math-AI Workshop</b></span>
             </div>
 
             <div class="column has-text-centered" style="margin-top: 32px;">
@@ -337,7 +337,7 @@ <h2 class="title is-2" style="margin-top: 128px;">Introduction</h2>
 
           <h2 class="title is-2" id="leaderboard">Leaderboard on DrawEduMath</h2>
           <div class="content">
-            <p class="mt-3"> Accuracy Scores on the
+            <p class="mt-3"> Accuracy scores on the
               <img src="main_static/images/logos/drawedumath_logo.png" style="width:2.0em;vertical-align: middle"
                 alt="Logo" />
               <span class="drawedumath">DrawEduMath</span> dataset.
@@ -383,7 +383,7 @@ <h2 class="title is-2" id="leaderboard">Leaderboard on DrawEduMath</h2>
 
 
             <div>
-              <p>The leaderboard scores are based on the judgements using <b>Mixtral 8x22B model</b>.</p>
+              <p>The leaderboard scores are based on similarity judgements of VLMs' answers to gold ones obtained using a <b>Mixtral 8x22B model</b>.</p>
               <p>🚨 To submit your results to the leaderboard, please send to <a href="mailto:sbaral@wpi.edu">this
                   email</a> with your result json files.</p>
               </p>
@@ -425,9 +425,7 @@ <h2 class="title is-2">Overview</h2>
                   src="main_static/images/logos/assistments_a_logo.png" style="width:1.5em;vertical-align: middle"
                   alt="Logo" />ASSISTments</a>
               online learning platform, where students receive feedback from teachers on assigned work.
-              The problems that accompany each student response are drawn from three overlapping1 open educational
-              resources (OER): Eureka Math, Open Up
-              Resources, and Illustrative Math.
+              The problems that accompany each student response are drawn from three overlapping open educational resources (OER): Eureka Math, Open Up Resources, and Illustrative Math.
 
             </p>
 
@@ -451,8 +449,8 @@ <h2 class="title is-2">Overview</h2>
 
 
             <p>
-              You can download the dataset on <a href="https://huggingface.co/datasets/Heffernan-WPI-Lab/DrawEduMath"
-                target="_blank">Hugging Face Dataset</a>.
+              In the future, we will release the dataset on <a href="https://huggingface.co/datasets/Heffernan-WPI-Lab/DrawEduMath"
+                target="_blank">Hugging Face</a>, but in the meantime, fill out this <a href="https://forms.gle/KEjDq4NpSDDm2e36A">Google form</a> to express interest. 
             </p>
 
           </div>
@@ -488,9 +486,8 @@ <h2 class="title is-2">Overview</h2>
       <div class="columns is-centered m-6">
         <div class="column is-full has-text-centered content">
           <h2 class="title is-3">Examples</h2>
-          <p>Examples of teacher’s answers to a question asking about possible errors in students’ responses to math
-            problems. All three examples of students’ hand-drawn responses are for the same math problem asking students
-            to
+          <p>Here are examples of teachers' answers to a question asking about possible errors in students’ responses to math
+            problems. All three examples of students’ hand-drawn responses are for the same math problem asking students to
             draw and shade units on fraction strips to show 4 thirds, shown on the left.
           </p>
           <img src="main_static/images/TeacherQA.png" alt="Example of teachers' answers to question about erro"
@@ -521,10 +518,10 @@ <h2 class="title is-3">Statistics</h2>
               <div class="content has-text-centered">
                 <img src="main_static/images/plots/question_type_statistics.png"
                   alt="Overall question types in our VQA benchmark" width="70%" />
-                <p>Qualitative examples of the most common question types in our <img
+                <p>Examples of the most common question types in our <img
                     src="main_static/images/logos/drawedumath_logo.png" style="width:2.0em;vertical-align: middle"
                     alt="Logo" />
-                  <span class="drawedumath">DrawEduMath</span> benchmark, categornized by type. <br />
+                  <span class="drawedumath">DrawEduMath</span> benchmark, categorized by type. <br />
                 </p>
               </div>
             </div>
@@ -538,7 +535,7 @@ <h2 class="title is-3">Statistics</h2>
   <!-- RESULTS SECTION -->
   <section class="hero is-light is-small">
     <div class="hero-body has-text-centered">
-      <h1 class="title is-1 mathvista">Experiment Results</h1>
+      <h1 class="title is-1 mathvista">Experimental Results</h1>
     </div>
   </section>