Update app.py

app.py

@@ -2,49 +2,48 @@ import streamlit as st
 
 st.markdown(
     '''
-    In the realm of patents, there's a place to be,\
-    A search engine that indexes them for you and me.\
-    [Google Patents](https://patents.google.com/) is its name,\
-    With keywords, numbers, and inventors, you'll find your claim.
-
-    From USPTO, EPO, and WIPO, it draws its lore,\
-    Abstracts, images, citations, it has much in store.\
-    So, venture forth, my friend, and see what you can find,\
-    In this patent world, where innovation's intertwined.
-
-    For those seeking knowledge of the U.S. patents' tale,\
-    The [USPTO Database](https://patft.uspto.gov/) will lift the veil.\
-    Full-text search capabilities, and images, you'll see,\
-    Uncover the inventions granted by the USPTO decree.
-
-    Title, abstract, claims, and more, search with ease,\
-    Inventors, assignees, classification codes, if you please.\
-    A wealth of information, in this database you'll find,\
-    A world of innovation, creativity combined.
-
-    The [EPO Espacenet](https://worldwide.espacenet.com/), a platform so grand,\
-    Over 120 million patent documents, at your command.\
-    EPO, USPTO, WIPO, and national offices too,\
-    A treasure trove of knowledge, waiting there for you.
-
-    Search with publication number, inventor, applicant, or code,\
-    Advanced features let you refine the search mode.\
-    Specific phrases or exclude terms, it's all within your reach,\
-    In Espacenet, a world of patents, there to teach.
+    
+    - In the realm of patents, there's a place to be,\
+    - A search engine that indexes them for you and me.\
+    - [Google Patents](https://patents.google.com/) is its name,\
+    - With keywords, numbers, and inventors, you'll find your claim.
+    - From USPTO, EPO, and WIPO, it draws its lore,\
+    - Abstracts, images, citations, it has much in store.\
+    - So, venture forth, my friend, and see what you can find,\
+    - In this patent world, where innovation's intertwined.
+    - For those seeking knowledge of the U.S. patents' tale,\
+
+    - The [USPTO Database](https://patft.uspto.gov/) will lift the veil.\
+    - Full-text search capabilities, and images, you'll see,\
+    - Uncover the inventions granted by the USPTO decree.
+    - Title, abstract, claims, and more, search with ease,\
+    - Inventors, assignees, classification codes, if you please.\
+    - A wealth of information, in this database you'll find,\
+    - A world of innovation, creativity combined.
+
+    - The [EPO Espacenet](https://worldwide.espacenet.com/), a platform so grand,\
+    - Over 120 million patent documents, at your command.\
+    - EPO, USPTO, WIPO, and national offices too,\
+    - A treasure trove of knowledge, waiting there for you.
+
+    - Search with publication number, inventor, applicant, or code,\
+    - Advanced features let you refine the search mode.\
+    - Specific phrases or exclude terms, it's all within your reach,\
+    - In Espacenet, a world of patents, there to teach.
 
 
 
 🤖🧪🌐
-🔬🧠💡: RLHF & LAFAND-MT ➡️ Efficient, accurate & flexible AI/ML systems
-📚💬🏆: Lambada benchmark ➡️ Advanced NLP & NLU understanding
-🔍📖🔊: MNLI (Text Inference) vs MMLU (Multimodal Understanding)
-🏋️🌍🤔: AGI challenges ➡️ Generalization, computation, ethics
-🕵️🔎🧡: Interpretability, transparency & ethics in AI
-🎓🎮🤖: Reinforcement learning ➡️ Evolution & role in complex AI
-🚧🔜🌌: Limitations & future research for AGI
-🧩🤝🚀: Integrating AI architectures ➡️ Holistic & robust AI/ML systems
-🌟🌍💼: Promising applications & positive societal impact
-👩‍💻📚🔧: Evolving role of AI/ML engineer & Chief Scientist
+- 🔬🧠💡: RLHF & LAFAND-MT ➡️ Efficient, accurate & flexible AI/ML systems
+- 📚💬🏆: Lambada benchmark ➡️ Advanced NLP & NLU understanding
+- 🔍📖🔊: MNLI (Text Inference) vs MMLU (Multimodal Understanding)
+- 🏋️🌍🤔: AGI challenges ➡️ Generalization, computation, ethics
+- 🕵️🔎🧡: Interpretability, transparency & ethics in AI
+- 🎓🎮🤖: Reinforcement learning ➡️ Evolution & role in complex AI
+- 🚧🔜🌌: Limitations & future research for AGI
+- 🧩🤝🚀: Integrating AI architectures ➡️ Holistic & robust AI/ML systems
+- 🌟🌍💼: Promising applications & positive societal impact
+- 👩‍💻📚🔧: Evolving role of AI/ML engineer & Chief Scientist