Update text

app.py

@@ -160,6 +160,7 @@ with gr.Blocks(css=css) as demo:
         <li>Tweak the level of sensitivity to images and text using the parameters on the right.</li>
         <li>Check out cool conversations in the examples or community tab for inspiration and share your own!</li>
         <li>If the model outputs a blank image, it is because Stable Diffusion's safety filter detected inappropriate content. Please try again with a different prompt.</li>
+        <li>Outputs may differ slightly from the paper due to slight implementation differences. For reproducing paper results, please use our <a href="https://github.com/kohjingyu/gill" target="_blank">official code</a>.</li>
         <li>For faster inference without waiting in queue, you may duplicate the space and use your own GPU: <a href="https://huggingface.co/spaces/jykoh/gill?duplicate=true"><img style="display: inline-block; margin-top: 0em; margin-bottom: 0em" src="https://img.shields.io/badge/-Duplicate%20Space-blue?labelColor=white&style=flat&logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAAAXNSR0IArs4c6QAAAP5JREFUOE+lk7FqAkEURY+ltunEgFXS2sZGIbXfEPdLlnxJyDdYB62sbbUKpLbVNhyYFzbrrA74YJlh9r079973psed0cvUD4A+4HoCjsA85X0Dfn/RBLBgBDxnQPfAEJgBY+A9gALA4tcbamSzS4xq4FOQAJgCDwV2CPKV8tZAJcAjMMkUe1vX+U+SMhfAJEHasQIWmXNN3abzDwHUrgcRGmYcgKe0bxrblHEB4E/pndMazNpSZGcsZdBlYJcEL9Afo75molJyM2FxmPgmgPqlWNLGfwZGG6UiyEvLzHYDmoPkDDiNm9JR9uboiONcBXrpY1qmgs21x1QwyZcpvxt9NS09PlsPAAAAAElFTkSuQmCC&logoWidth=14" alt="Duplicate Space"></a></li>
         </ul>
     """)