diff --git a/.DS_Store b/.DS_Store
index 0be0474..686ec90 100644
Binary files a/.DS_Store and b/.DS_Store differ
diff --git a/img/.DS_Store b/img/.DS_Store
index 7b66fc7..6af3bed 100644
Binary files a/img/.DS_Store and b/img/.DS_Store differ
diff --git a/img/thumbs/.DS_Store b/img/thumbs/.DS_Store
new file mode 100644
index 0000000..64aa798
Binary files /dev/null and b/img/thumbs/.DS_Store differ
diff --git a/img/thumbs/0.png b/img/thumbs/0.png
new file mode 100644
index 0000000..4c11804
Binary files /dev/null and b/img/thumbs/0.png differ
diff --git a/img/thumbs/1.png b/img/thumbs/1.png
new file mode 100644
index 0000000..fdfb965
Binary files /dev/null and b/img/thumbs/1.png differ
diff --git a/img/thumbs/2.png b/img/thumbs/2.png
new file mode 100644
index 0000000..ca65cc5
Binary files /dev/null and b/img/thumbs/2.png differ
diff --git a/img/thumbs/3.png b/img/thumbs/3.png
new file mode 100644
index 0000000..0bbfac7
Binary files /dev/null and b/img/thumbs/3.png differ
diff --git a/img/thumbs/4.png b/img/thumbs/4.png
new file mode 100644
index 0000000..0e6f2cb
Binary files /dev/null and b/img/thumbs/4.png differ
diff --git a/img/thumbs/5.png b/img/thumbs/5.png
new file mode 100644
index 0000000..737c7da
Binary files /dev/null and b/img/thumbs/5.png differ
diff --git a/img/thumbs/6.png b/img/thumbs/6.png
new file mode 100644
index 0000000..08b01b1
Binary files /dev/null and b/img/thumbs/6.png differ
diff --git a/img/thumbs/7.png b/img/thumbs/7.png
new file mode 100644
index 0000000..670e003
Binary files /dev/null and b/img/thumbs/7.png differ
diff --git a/img/thumbs/8.png b/img/thumbs/8.png
new file mode 100644
index 0000000..6d55e1a
Binary files /dev/null and b/img/thumbs/8.png differ
diff --git a/img/thumbs/9.png b/img/thumbs/9.png
new file mode 100644
index 0000000..71c7b1f
Binary files /dev/null and b/img/thumbs/9.png differ
diff --git a/index.html b/index.html
index 2e93076..66292a6 100644
--- a/index.html
+++ b/index.html
@@ -51,9 +51,9 @@
     <h1>You Are What You Annotate:<br>Towards Better Models through Annotator Representations</h1>
 
     <ul id="quick-links">
-      <li><a href="https://lit.eecs.umich.edu/">Paper</a></li>
+      <li><a href="https://arxiv.org/pdf/2305.14663.pdf">Paper</a></li>
 
-      <li><a href="https://lit.eecs.umich.edu/">Code</a></li>
+      <li><a href="https://github.com/MichiganNLP/Annotator-Embeddings">Code</a></li>
 
       <li><a href="https://huggingface.co/datasets/dnaihao/TID-8">TID-8 dataset</a></li>
 
@@ -78,17 +78,18 @@ <h2>Abstract</h2>
 
   <section>
     <div class="content">
-      <a href="https://lit.eecs.umich.edu/">
+      <a href="https://arxiv.org/pdf/2305.14663.pdf">
         <ol id="thumbnails">
-          <li><img src="img/thumbs/0.png" alt="thumbnail, page 0"/></li>
-          <li><img src="img/thumbs/1.png" alt="thumbnail, page 1"/></li>
-          <li><img src="img/thumbs/2.png" alt="thumbnail, page 2"/></li>
-          <li><img src="img/thumbs/3.png" alt="thumbnail, page 3"/></li>
-          <li><img src="img/thumbs/4.png" alt="thumbnail, page 4"/></li>
-          <li><img src="img/thumbs/5.png" alt="thumbnail, page 5"/></li>
-          <li><img src="img/thumbs/6.png" alt="thumbnail, page 6"/></li>
-          <li><img src="img/thumbs/7.png" alt="thumbnail, page 7"/></li>
-          <li><img src="img/thumbs/8.png" alt="thumbnail, page 8"/></li>
+          <li><img src="img/thumbs/0.png" alt="thumbnail, page 0" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/1.png" alt="thumbnail, page 1" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/2.png" alt="thumbnail, page 2" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/3.png" alt="thumbnail, page 3" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/4.png" alt="thumbnail, page 4" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/5.png" alt="thumbnail, page 5" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/6.png" alt="thumbnail, page 6" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/7.png" alt="thumbnail, page 7" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/8.png" alt="thumbnail, page 8" style="width: 75px; height: 100px;"></li>
+          <li><img src="img/thumbs/9.png" alt="thumbnail, page 9" style="width: 75px; height: 100px;"></li>
         </ol>
       </a>
     </div>
@@ -155,9 +156,9 @@ <h2>Abstract</h2>
       <h2>Downloads</h2>
 
       <ul id="downloads">
-        <li><a href="https://lit.eecs.umich.edu/"><b>PDF Paper</b></a></li>
+        <li><a href="https://arxiv.org/pdf/2305.14663.pdf"><b>PDF Paper</b></a></li>
         <br>
-        <li><a href="https://lit.eecs.umich.edu/"><b>Code</b></a></li>
+        <li><a href="https://github.com/MichiganNLP/Annotator-Embeddings"><b>Code</b></a></li>
         <br>
         <a href="https://huggingface.co/datasets/dnaihao/TID-8"><b>TID-8 dataset</b></a>
       </ul>
diff --git a/main.css b/main.css
index 7140e8c..2eb57a0 100644
--- a/main.css
+++ b/main.css
@@ -90,7 +90,7 @@ body {
 }
 
 #thumbnails li {
-  display: inline;
+  display: inline-block;
 }
 
 #downloads {