Update index.html

index.html

@@ -137,13 +137,8 @@ gradient norm and then apply soft removal on them to mitigate the potential jail
   <span id="Refusal-Loss" class="formula" style="">
     $$
     \displaystyle 
-    \begin{aligned} 
-    \phi_\theta(x)&=1-\mathbb{E}_{y \sim T_\theta(x)} JB(y)\\ 
-    JB (y) &=  \begin{cases}
-         1 \text{, if $y$ contains any jailbreak keyword;} \\
-         0 \text{, otherwise.}
-     \end{cases} 
-    \end{aligned}
+    x_{1:n}=\mathtt{embed}_\theta(q_{1:n})\\
+    \mathtt{Affirmation~Loss}(x_{1:n},\theta)=-\log P(y|x_{1:n})
     $$
   </span>
   <span id="Refusal-Loss-Approximation" class="formula" style="display: none;">