Updated the description

app.py

@@ -343,7 +343,7 @@ def build_interface():
         - If no target company is found, LLM1 responds with a message wrapped in `<user_message></user_message>` XML tags to inform the user that the query is irrelevant to this task.  
         - If the query contains a target company, LLM1 moves forward with a formatted acknowledgment of the identified target company.
 
-        **Step 2:** LLM2 examines four separate paragraphs provided as input. For each paragraph, it extracts specific information about:
+        **Step 2:** LLM2 examines four separate paragraphs independently. For each paragraph, it extracts specific information about:
         - The Buyer's representative law firm.
         - The Seller's representative law firm.
         - Any third-party law firm present.
@@ -371,35 +371,77 @@ def build_interface():
         # Example Inputs and Outputs in an Accordion
         with gr.Accordion("Example Workflow", open=False):
             gr.Markdown("""
-            **Example Query and System Output:**
-
-            **User Query:**  
-            *"Is Kirkland present?"*
-
-            Step 1 (LLM1):  
-            - If no target company is identified:  
-            Output: `<user_message>Query is not relevant to the intended task.</user_message>`  
-
-            - If a target company is identified:  
-            Output: *"The query mentions the target company Kirkland."*
-
-            Step 2 (LLM2 for Paragraphs):  
-            **Input Paragraph Example:**  
-            *"Representation agreements between Buyers and Kirkland & Ellis are included."*  
-
-            **Output:**  
-            *"Buyer Firm: Kirkland & Ellis, Seller Firm: None, Third Party Firm: None, Contains Target Firm: True."*  
-
-            Step 3 (LLM3 Final Output):  
+                        
+            Example Query and System Output:
+            User Query:
+            "Is Kirkland present in the agreement?"
+            
+            Document Provided:
+            This Stock and Asset Purchase Agreement is entered into as of October 28, 2021, among Purolite Corporation, a Delaware corporation, along with Stefan E. Brodie and Don B. Brodie (collectively referred to as the Sellers), and Ecolab Inc., a Delaware corporation, as the Purchaser. Additionally, Gibson, Dunn & Crutcher LLP, as an independent third-party representative, is engaged for specific advisory roles outlined in this Agreement.  
+            ---  
+            This Agreement shall be governed by and construed in accordance with the internal laws of the State of Delaware, without giving effect to any choice or conflict of law provision. Each clause within this Agreement shall be interpreted independently, and the invalidity of one clause shall not affect the enforceability of the remaining provisions. Headings are for convenience only and shall not affect the interpretation of this Agreement. Nothing herein shall be construed as limiting or waiving any rights or obligations under applicable law unless expressly stated.  
+            ---  
+            Such notices, demands, and other communications shall be directed to the Parties at their respective addresses. One Party may be contacted at:  
+            1 Ecolab Place  
+            St. Paul, Minnesota 55102  
+            Attention: General Counsel  
+            with a copy (which shall not constitute notice) to:  
+            Shearman & Sterling LLP  
+            599 Lexington Avenue  
+            New York, New York 10022  
+            Attention: Adam Miller  
+            Another Party may be reached at:  
+            Purolite Corporation  
+            2201 Renaissance Boulevard  
+            King of Prussia, Pennsylvania 19406  
+            Attention: Stefan E. Brodie; Howard Brodie  
+            with a copy (which shall not constitute notice) to:  
+            Cleary Gottlieb Steen & Hamilton LLP  
+            One Liberty Plaza  
+            New York, New York 10006  
+            Attention: John Reynolds; Sarah Lee  
+            Additional communications relating to the role of the third-party representative shall be directed to:  
+            Gibson, Dunn & Crutcher LLP  
+            200 Park Avenue  
+            New York, New York 10166  
+            Attention: Jane Smith  
+            ---  
+            All references to the singular include the plural and vice versa, and all references to any gender include all genders. The Parties agree that any ambiguities in the language of this Agreement shall not be construed against either Party. Section headings used in this Agreement are for reference only and shall not affect the meaning or interpretation of any provision.  
+
+            Expected Steps and Outputs:
+            Step 1 (LLM1):
+
+
+            If no target company is identified:
+            Output: <user_message>Query is not relevant to the intended task.</user_message>
+
+            If a target company is identified:
+            Output: "The target company is Kirkland & Ellis LLP."
+
+
+            Step 2 (LLM2 for Paragraphs):
+            Paragraph Example:
+
+            This Stock and Asset Purchase Agreement is entered into as of October 28, 2021, among Purolite Corporation, a Delaware corporation, along with Stefan E. Brodie and Don B. Brodie (collectively referred to as the Sellers), and Ecolab Inc., a Delaware corporation, as the Purchaser. Additionally, Gibson, Dunn & Crutcher LLP, as an independent third-party representative, is engaged for specific advisory roles outlined in this Agreement.
+            
+            Example Output:
+            
+            Buyer: Ecolab Inc.
+            Buyer Representative: Not stated
+            Seller: Purolite Corporation
+            Seller Representative: Not stated
+            Third-Party Representation: Advisory roles, Gibson, Dunn & Crutcher LLP
+            Target Company Mentioned: No
+            
+            
+            Step 3 (LLM3 Final Output):
             Compiled JSON:
-            ```json
             {
-            "buyer_firm": "Kirkland & Ellis",
-            "seller_firm": null,
-            "third_party": null,
-            "contains_target_firm": true
+            "buyer_firm": "Shearman & Sterling LLP",
+            "seller_firm": "Cleary Gottlieb Steen & Hamilton LLP",
+            "third_party": "Gibson, Dunn & Crutcher LLP",
+            "contains_target_firm": false
             }
-            ```
             """)
 
         # Challenge instructions and testing guidance
@@ -422,14 +464,15 @@ def build_interface():
             - Clarify the task definitions and expected classifications in each system prompt for LLM1, LLM2, and LLM3.
             - Test using diverse sample data for robustness.
 
-            You can only submit once, so validate your system prompts thoroughly using mock queries and example data before final submission.
-            
-            Good Luck!
             """)
 
         gr.Markdown("""
         Enter your name and email below, as listed in your CV, and submit your designed prompts.
-        
+
+        You can only submit once, so validate your system prompts thoroughly using mock queries and example data before final submission.
+
+        Good Luck!
+
         Remember: Focus on clarity, accuracy, and structured responses to achieve a high score!
         """)