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@@ -358,7 +358,7 @@ <h2 class="title is-3">Results</h2>
 
         <h3 class="subtitle is-4">Automatic Evaluation</h3>
         <p>
-          Combining literature-based and data-driven methods produced the best performance across tasks. The integrated approach improved improvement of 11.92% over few-shot methods and 16.54% over literature-based methods for GPT, and 6.03% over few-shot methods and 14.97% over literature-based methods for Llama.
+          Combining literature-based and data-driven methods produced the best performance across tasks. The integrated approach achieved an accuracy improvement of 11.92% over few-shot methods and 16.54% over literature-based methods for GPT, and 6.03% over few-shot methods and 14.97% over literature-based methods for Llama.
         </p>
         <p>
           Our framework with literature + data showed significant advantages over zero-shot, few-shot, data-driven and literature-based methods, particularly in handling OOD datasets.