Update app.py

app.py

@@ -2089,76 +2089,63 @@ if showExtendedTextInterface:
     display_buttons_with_scores(num_columns_text)  # Feedback Jump Grid
     st.markdown(personality_factors)
 
+# Optimize this link list of reference artifacts by using formatting in st.markdown and have the abstract link and PDF link be single emojis with short label hyperlinks, then add an appropriate emoji prefix for each pdf link and abstract link as a factor of the title:    
 
 # Sidebar Paper References for Hot Papers SOTA!
 st.sidebar.markdown("""
-🩺🔍 Paper References for SOTA Topics
-
-Title: Detecting and Characterizing Bots that Commit Code
-Abstract Link: https://arxiv.org/abs/2003.03172
-PDF Link: https://arxiv.org/pdf/2003.03172
-
-Date: 05 Feb 2022
-Title: High-performance symbolic-numerics via multiple dispatch
-Abstract Link: https://arxiv.org/abs/2105.03949
-PDF Link: https://arxiv.org/pdf/2105.03949
-
-Date: 12 Apr 2022
-Title: Learning to Represent Programs with Heterogeneous Graphs
-Abstract Link: https://arxiv.org/abs/2012.04188
-PDF Link: https://arxiv.org/pdf/2012.04188
-
-Date: 11 Jul 2023
-Title: DyCL: Dynamic Neural Network Compilation Via Program Rewriting and Graph Optimization
-Abstract Link: https://arxiv.org/abs/2307.04963
-PDF Link: https://arxiv.org/pdf/2307.04963
-
-Date: 21 Jan 2021
-Title: PyGlove: Symbolic Programming for Automated Machine Learning
-Abstract Link: https://arxiv.org/abs/2101.08809
-PDF Link: https://arxiv.org/pdf/2101.08809
-
-Date: 26 Nov 2022
-Title: Sketch2FullStack: Generating Skeleton Code of Full Stack Website and Application from Sketch using Deep Learning and Computer Vision
-Abstract Link: https://arxiv.org/abs/2211.14607
-PDF Link: https://arxiv.org/pdf/2211.14607
-
-Date: 25 May 2023
-Title: Code as Policies: Language Model Programs for Embodied Control
-Abstract Link: https://arxiv.org/abs/2209.07753
-PDF Link: https://arxiv.org/pdf/2209.07753
-
-Date: 30 Nov 2023
-Title: CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
-Abstract Link: https://arxiv.org/abs/2311.16703
-PDF Link: https://arxiv.org/pdf/2311.16703
-
-Date: 10 Jul 2023
-Title: COMEX: A Tool for Generating Customized Source Code Representations
-Abstract Link: https://arxiv.org/abs/2307.04693
-PDF Link: https://arxiv.org/pdf/2307.04693
-
-Date: 10 Jul 2023
-Title: AmadeusGPT: a natural language interface for interactive animal behavioral analysis
-Abstract Link: https://arxiv.org/abs/2307.04858
-PDF Link: https://arxiv.org/pdf/2307.04858
-
-Date: 22 Mar 2022
-Title: Demo of the Linguistic Field Data Management and Analysis System -- LiFE
-Abstract Link: https://arxiv.org/abs/2203.11443
-PDF Link: https://arxiv.org/pdf/2203.11443
-
-Date: 30 Jan 2024
-Title: ReactGenie: A Development Framework for Complex Multimodal Interactions Using Large Language Models
-Abstract Link: https://arxiv.org/abs/2306.09649
-PDF Link: https://arxiv.org/pdf/2306.09649
-
-Date: 09 Feb 2024
-Title: Model Editing with Canonical Examples
-Abstract Link: https://arxiv.org/abs/2402.06155
-PDF Link: https://arxiv.org/pdf/2402.06155
+🩺🔍 **Paper References for SOTA Topics**
 
+**🛠️ Detecting and Characterizing Bots that Commit Code**  
+[🔗 Abstract](https://arxiv.org/abs/2003.03172) | [📄 PDF](https://arxiv.org/pdf/2003.03172)  
+*Date: 05 Feb 2022*
 
+**⚡ High-performance symbolic-numerics via multiple dispatch**  
+[🔗 Abstract](https://arxiv.org/abs/2105.03949) | [📄 PDF](https://arxiv.org/pdf/2105.03949)  
+*Date: 12 Apr 2022*
+
+**🧠 Learning to Represent Programs with Heterogeneous Graphs**  
+[🔗 Abstract](https://arxiv.org/abs/2012.04188) | [📄 PDF](https://arxiv.org/pdf/2012.04188)  
+*Date: 11 Jul 2023*
+
+**📐 DyCL: Dynamic Neural Network Compilation Via Program Rewriting and Graph Optimization**  
+[🔗 Abstract](https://arxiv.org/abs/2307.04963) | [📄 PDF](https://arxiv.org/pdf/2307.04963)  
+*Date: 21 Jan 2021*
+
+**🤖 PyGlove: Symbolic Programming for Automated Machine Learning**  
+[🔗 Abstract](https://arxiv.org/abs/2101.08809) | [📄 PDF](https://arxiv.org/pdf/2101.08809)  
+*Date: 26 Nov 2022*
+
+**🖥️ Sketch2FullStack: Generating Skeleton Code of Full Stack Website and Application from Sketch**  
+[🔗 Abstract](https://arxiv.org/abs/2211.14607) | [📄 PDF](https://arxiv.org/pdf/2211.14607)  
+*Date: 25 May 2023*
+
+**🤖 Code as Policies: Language Model Programs for Embodied Control**  
+[🔗 Abstract](https://arxiv.org/abs/2209.07753) | [📄 PDF](https://arxiv.org/pdf/2209.07753)  
+*Date: 30 Nov 2023*
+
+**📏 CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs**  
+[🔗 Abstract](https://arxiv.org/abs/2311.16703) | [📄 PDF](https://arxiv.org/pdf/2311.16703)  
+*Date: 10 Jul 2023*
+
+**🧩 COMEX: A Tool for Generating Customized Source Code Representations**  
+[🔗 Abstract](https://arxiv.org/abs/2307.04693) | [📄 PDF](https://arxiv.org/pdf/2307.04693)  
+*Date: 10 Jul 2023*
+
+**🐦 AmadeusGPT: A Natural Language Interface for Interactive Animal Behavioral Analysis**  
+[🔗 Abstract](https://arxiv.org/abs/2307.04858) | [📄 PDF](https://arxiv.org/pdf/2307.04858)  
+*Date: 22 Mar 2022*
+
+**📝 Demo of the Linguistic Field Data Management and Analysis System -- LiFE**  
+[🔗 Abstract](https://arxiv.org/abs/2203.11443) | [📄 PDF](https://arxiv.org/pdf/2203.11443)  
+*Date: 30 Jan 2024*
+
+**🧙‍♂️ ReactGenie: A Development Framework for Complex Multimodal Interactions Using Large Language Models**  
+[🔗 Abstract](https://arxiv.org/abs/2306.09649) | [📄 PDF](https://arxiv.org/pdf/2306.09649)  
+*Date: 09 Feb 2024*
+
+**✏️ Model Editing with Canonical Examples**  
+[🔗 Abstract](https://arxiv.org/abs/2402.06155) | [📄 PDF](https://arxiv.org/pdf/2402.06155)  
+*Date: 09 Feb 2024*
 """)