.

app.py

@@ -141,8 +141,8 @@ demo = gr.Interface(
         gr.HighlightedText(label='No CoT Predicted Product', combine_adjacent=False, show_legend=False, color_map=color_map, show_inline_category=False),
         gr.HighlightedText(label='Explicit CoT Predicted Product', combine_adjacent=False, show_legend=False, color_map=color_map, show_inline_category=False),
     ],
-    title='GPT2 Direct Multiplication Calculator (Without Using Chain-of-Thought)',
-    description='This demo uses GPT2 to directly predict the product of two numbers without using any intermediate reasoning steps. The GPT2 model has been fine-tuned to internalize chain-of-thought reasoning within its hidden states, following our stepwise internalization approach detailed in the paper linked at the bottom of this page.',
+    title='Use GPT2 to Directly Predict Multiplication (Without Using Intermediate Steps)',
+    description='This demo shows it\'s possible to use GPT2 to directly predict the product of two large numbers without using any intermediate reasoning steps. The GPT2 model has been finetuned to internalize chain-of-thought (CoT) reasoning within its hidden states, following our stepwise internalization approach detailed in the paper linked at the bottom of this page.',
     article="""
     - [Paper: From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step](https://arxiv.org/pdf/2405.14838)
     - [Code Repository](https://github.com/da03/Internalize_CoT_Step_by_Step)