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@@ -91,7 +91,7 @@ Exploring Refusal Loss Landscapes </title>
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-  From the above plot, we find that the loss landscape is more precipitous for malicious queries than for benign queries, which implies that 
+  From this plot, we find that the loss landscape is more precipitous for malicious queries than for benign queries, which implies that 
   the Refusal Loss tends to have a large gradient norm if the input represents a malicious query. This observation motivates our proposal of using 
   the gradient norm of Refusal Loss to detect jailbreak attempts that pass the initial filtering of rejecting the input query when the function value 
   is under 0.5 (this is a naive detector because the Refusal Loss can be regarded as the probability that the LLM won't reject the user query).