Update app.py

app.py

@@ -79,7 +79,22 @@ with gr.Blocks(fill_height=True) as demo:
             upload_button = gr.UploadButton("Upload up to 10 images", file_types=["image"], file_count="multiple")
             output_file = gr.File(label="Uploaded Files")
             gen_button = gr.Button("Generate", variant="primary")
-
+            gr.Markdown(
+                """
+                \n\n
+                ```
+                @misc{oliveira2025storyreasoningdatasetusingchainofthought,
+                      title={StoryReasoning Dataset: Using Chain-of-Thought for Scene Understanding and Grounded Story Generation}, 
+                      author={Daniel A. P. Oliveira and David Martins de Matos},
+                      year={2025},
+                      eprint={2505.10292},
+                      archivePrefix={arXiv},
+                      primaryClass={cs.CV},
+                      url={https://arxiv.org/abs/2505.10292}, 
+                }
+                ```
+                """
+            )
         with gr.Column():
             outputs = gr.Markdown(label="Generated Story", show_copy_button=True)
 
@@ -95,21 +110,7 @@ with gr.Blocks(fill_height=True) as demo:
             Model trained by daniel3303, [repository here.](https://huggingface.co/daniel3303/QwenStoryteller)
             """    
         )
-        gr.Markdown(
-            """
-            ```
-            @misc{oliveira2025storyreasoningdatasetusingchainofthought,
-                  title={StoryReasoning Dataset: Using Chain-of-Thought for Scene Understanding and Grounded Story Generation}, 
-                  author={Daniel A. P. Oliveira and David Martins de Matos},
-                  year={2025},
-                  eprint={2505.10292},
-                  archivePrefix={arXiv},
-                  primaryClass={cs.CV},
-                  url={https://arxiv.org/abs/2505.10292}, 
-            }
-            ```
-            """
-        )
+
         
     upload_button.upload(lambda files: [f.name for f in files], upload_button, output_file)