diff --git a/index.html b/index.html
index 808cc01..ec09e87 100644
--- a/index.html
+++ b/index.html
@@ -15,7 +15,7 @@
   <meta name="description" content="TOFU: A Task of Fictitious Unlearning for LLMs">
   <meta name="keywords" content="Membership Inference, Unlearning, LLM Language Model, GPT">
   <meta name="viewport" content="width=device-width, initial-scale=1">
-  <title>TOFU: A Task of Fictitious Unlearning for NLP</title>
+  <title>TOFU: A Task of Fictitious Unlearning for LLMs</title>
 
   <!-- <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"rel="stylesheet"> -->
   <link href="https://fonts.googleapis.com/css?family=Google+Sans|Product+Sans|Castoro"rel="stylesheet">
@@ -68,7 +68,7 @@ <h1 class="title is-1 publication-title" style="color: white;">TOFU <img src="./
             <div class="publication-links">
               <!-- arXiV Link. -->
               <span class="link-block">
-                <a target="_blank" href="https://arxiv.org/abs/[TODO]"
+                <a target="_blank" href="http://arxiv.org/abs/2401.06121"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="ai ai-arxiv"></i>
@@ -109,7 +109,7 @@ <h1 class="title is-1 publication-title" style="color: white;">TOFU <img src="./
               </span>
               <!-- twitter Link. -->
               <span class="link-block">
-                <a target="_blank" href="https://twitter.com/[TODO]"
+                <a target="_blank" href="https://x.com/_akhaliq/status/1745643293839327268"
                    class="external-link button is-normal is-rounded is-dark">
                   <span class="icon">
                       <i class="fab fa-twitter"></i>