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@@ -77,11 +77,12 @@ Exploring Refusal Loss Landscapes </title>
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-<h3 id="refusal-loss">Refusal Loss</h3>
+<h3 id="refusal-loss">Refusal Loss Landscape Exploration</h3>
 <p>Current transformer-based LLMs will return different responses to the same query due to the randomness of 
   autoregressive sampling-based generation. With this randomness, it is an 
   interesting phenomenon that a malicious user query will sometimes be rejected by the target LLM, but 
-  sometimes be able to bypass the safety guardrail. Based on this observation, we propose a new concept called Refusal Loss and visualize its 2-d 
+  sometimes be able to bypass the safety guardrail. Based on this observation, we propose a new concept called Refusal Loss to represent the probability with which
+  the LLM won't reject the input user query and visualize its 2-d 
   landscape below:
 </p>