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README.md

@@ -235,15 +235,15 @@ The examples have the following structure per configuration:
                 "role": "user"
             }
         ],
-        "raw_output_hard_keywords": "## Positive\nAudit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem-solving, professional conduct, attention to detail, supervised audit tasks, performance improvement\n\n## Negative\nGraphic design, social media marketing, culinary arts, event planning, fashion styling, interior decorating, photography, creative writing, music production, sports coaching",
+        "raw_output_hard_keywords": "## Positive\nAudit procedures, financial reporting, ethical compliance, teamwork, problem-solving, professional conduct, supervised audit tasks, attention to detail, learning and development\n\n## Negative\nGraphic design, culinary arts, landscaping, fashion merchandising, event planning, social media management, interior decorating, creative writing",
         "statistics_hard_keywords": {
             "input_tokens": 415,
-            "output_tokens": 66
+            "output_tokens": 58
         }
     },
     "model_name": "gpt-4.1-mini",
-    "negative": "Graphic design, social media marketing, culinary arts, event planning, fashion styling, interior decorating, photography, creative writing, music production, sports coaching",
-    "positive": "Audit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem-solving, professional conduct, attention to detail, supervised audit tasks, performance improvement"
+    "negative": "Graphic design, culinary arts, landscaping, fashion merchandising, event planning, social media management, interior decorating, creative writing",
+    "positive": "Audit procedures, financial reporting, ethical compliance, teamwork, problem-solving, professional conduct, supervised audit tasks, attention to detail, learning and development"
 }
 ```
 
@@ -278,15 +278,15 @@ ds = load_dataset("Fatin757/ssf-dataset-v8", "hard_keywords")
                 "role": "user"
             }
         ],
-        "raw_output_easy_triplets": "## Positive\nThe Audit Assistant Associate performs designated audit tasks under guidance, gradually understanding the fundamental concepts behind the audit procedures. They adapt their skills to enhance task execution and resolve straightforward problems. Working within a well-organized environment, the Audit Assistant Associate collaborates effectively with team members, recognizes ethical considerations according to professional standards, and applies established solutions to routine issues. They take ownership of their development and maintain a high degree of reliability and attention to detail.\n\n## Negative\nThe Retail Store Supervisor manages daily store operations, oversees inventory control, and trains sales staff to deliver exceptional customer service. They work in a dynamic retail environment, focusing on meeting sales targets and ensuring customer satisfaction.\n\nThe Software Developer designs, develops, and tests software applications. They collaborate with cross-functional teams to create efficient, scalable code and troubleshoot technical issues, working primarily in an agile development setting.\n\nThe Human Resources Coordinator supports recruitment activities, assists with employee onboarding, and maintains personnel records. They ensure compliance with company policies and help facilitate employee engagement initiatives.",
+        "raw_output_easy_triplets": "## Positive\nThe Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gaining an understanding of the fundamental principles behind assigned duties within the audit plan. They adapt their skills to enhance task execution and resolve straightforward problems. Working within a structured environment, they collaborate effectively with team members, recognize ethical considerations according to professional conduct codes, and apply established solutions to routine issues. This role requires a dependable and detail-oriented professional committed to continuous learning and accountability.\n\n## Negative\nThe Retail Store Manager is responsible for overseeing daily store operations, managing inventory levels, and leading staff to deliver exceptional customer service. They ensure the store meets sales targets, maintain visual merchandising standards, and handle customer inquiries and complaints efficiently.\n\nThe Software Developer designs, codes, and tests software applications based on project requirements. They collaborate with cross-functional teams to develop scalable solutions, troubleshoot issues, and maintain documentation throughout the software development lifecycle.\n\nThe Human Resources Coordinator provides administrative support to the HR team, assists with recruitment and onboarding processes, maintains employee records, and coordinates training programs to enhance workforce development.",
         "statistics_easy_triplets": {
             "input_tokens": 630,
-            "output_tokens": 202
+            "output_tokens": 211
         }
     },
     "model_name": "gpt-4.1-mini",
-    "negative": "The Retail Store Supervisor manages daily store operations, oversees inventory control, and trains sales staff to deliver exceptional customer service. They work in a dynamic retail environment, focusing on meeting sales targets and ensuring customer satisfaction.\n\nThe Software Developer designs, develops, and tests software applications. They collaborate with cross-functional teams to create efficient, scalable code and troubleshoot technical issues, working primarily in an agile development setting.\n\nThe Human Resources Coordinator supports recruitment activities, assists with employee onboarding, and maintains personnel records. They ensure compliance with company policies and help facilitate employee engagement initiatives.",
-    "positive": "The Audit Assistant Associate performs designated audit tasks under guidance, gradually understanding the fundamental concepts behind the audit procedures. They adapt their skills to enhance task execution and resolve straightforward problems. Working within a well-organized environment, the Audit Assistant Associate collaborates effectively with team members, recognizes ethical considerations according to professional standards, and applies established solutions to routine issues. They take ownership of their development and maintain a high degree of reliability and attention to detail."
+    "negative": "The Retail Store Manager is responsible for overseeing daily store operations, managing inventory levels, and leading staff to deliver exceptional customer service. They ensure the store meets sales targets, maintain visual merchandising standards, and handle customer inquiries and complaints efficiently.\n\nThe Software Developer designs, codes, and tests software applications based on project requirements. They collaborate with cross-functional teams to develop scalable solutions, troubleshoot issues, and maintain documentation throughout the software development lifecycle.\n\nThe Human Resources Coordinator provides administrative support to the HR team, assists with recruitment and onboarding processes, maintains employee records, and coordinates training programs to enhance workforce development.",
+    "positive": "The Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gaining an understanding of the fundamental principles behind assigned duties within the audit plan. They adapt their skills to enhance task execution and resolve straightforward problems. Working within a structured environment, they collaborate effectively with team members, recognize ethical considerations according to professional conduct codes, and apply established solutions to routine issues. This role requires a dependable and detail-oriented professional committed to continuous learning and accountability."
 }
 ```
 
@@ -321,15 +321,15 @@ ds = load_dataset("Fatin757/ssf-dataset-v8", "easy_triplets")
                 "role": "user"
             }
         ],
-        "raw_output_easy_keywords": "## Positive\nAudit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem solving, professional conduct, attention to detail, learning agility, audit planning\n\n## Negative\nGraphic design, culinary arts, landscape gardening, fashion merchandising, veterinary care, music production, automotive repair, event planning",
+        "raw_output_easy_keywords": "## Positive\nAudit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem-solving, professional conduct, detail orientation, learning and development\n\n## Negative\nGraphic design, culinary arts, landscaping, fashion merchandising, automotive repair, event planning, creative writing, sports coaching",
         "statistics_easy_keywords": {
             "input_tokens": 361,
-            "output_tokens": 59
+            "output_tokens": 55
         }
     },
     "model_name": "gpt-4.1-mini",
-    "negative": "Graphic design, culinary arts, landscape gardening, fashion merchandising, veterinary care, music production, automotive repair, event planning",
-    "positive": "Audit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem solving, professional conduct, attention to detail, learning agility, audit planning"
+    "negative": "Graphic design, culinary arts, landscaping, fashion merchandising, automotive repair, event planning, creative writing, sports coaching",
+    "positive": "Audit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem-solving, professional conduct, detail orientation, learning and development"
 }
 ```
 
@@ -364,15 +364,15 @@ ds = load_dataset("Fatin757/ssf-dataset-v8", "easy_keywords")
                 "role": "user"
             }
         ],
-        "raw_output_hard_triplets": "## Positive\nThe Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, developing an understanding of the principles behind the audit procedures. They adapt their skills to enhance work quality and resolve straightforward issues. Working within a structured environment, they collaborate effectively with team members, recognize ethical considerations in line with professional standards, and apply established solutions to routine problems. They take ownership of their learning and work performance, demonstrating reliability and attention to detail.\n\n## Negative\nThe Senior Audit Associate leads audit engagements, manages complex audit issues, and mentors junior team members while ensuring compliance with advanced auditing standards.  \nThe Risk Management Associate conducts risk assessments, develops mitigation strategies, and monitors organizational risk exposure across various departments.  \nThe Audit Associate specializing in IT audits performs audit procedures focused on information systems, evaluates IT controls, and reports on cybersecurity compliance within a technology-driven environment.  \nThe Audit Assistant in the financial advisory sector supports financial compliance reviews, prepares client portfolios for audit, and assists in regulatory reporting under minimal supervision.",
+        "raw_output_hard_triplets": "## Positive\nThe Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gradually understanding the principles behind assigned duties within the audit plan. They demonstrate the ability to adapt their skills to enhance task execution or resolve straightforward problems. Working within a structured environment, the Audit Associate/Audit Assistant Associate collaborates effectively with team members, recognizes ethical considerations in line with professional conduct codes, and applies known solutions to routine issues while taking ownership of their learning and work quality. They are dependable and detail-oriented professionals.\n\n## Negative\nThe Senior Audit Associate leads complex audit engagements independently, mentors junior staff, and develops audit strategies to address high-risk areas, ensuring compliance with regulatory standards.  \nThe Risk Management Associate conducts risk assessments and develops mitigation plans to manage operational and financial risks within the organization, collaborating across departments to implement controls.  \nThe Audit Associate specializing in IT audits uses advanced data analytics tools and cybersecurity frameworks to evaluate information systems, working in a dynamic environment with a focus on technology risks.",
         "statistics_hard_triplets": {
             "input_tokens": 806,
-            "output_tokens": 199
+            "output_tokens": 196
         }
     },
     "model_name": "gpt-4.1-mini",
-    "negative": "The Senior Audit Associate leads audit engagements, manages complex audit issues, and mentors junior team members while ensuring compliance with advanced auditing standards.  \nThe Risk Management Associate conducts risk assessments, develops mitigation strategies, and monitors organizational risk exposure across various departments.  \nThe Audit Associate specializing in IT audits performs audit procedures focused on information systems, evaluates IT controls, and reports on cybersecurity compliance within a technology-driven environment.  \nThe Audit Assistant in the financial advisory sector supports financial compliance reviews, prepares client portfolios for audit, and assists in regulatory reporting under minimal supervision.",
-    "positive": "The Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, developing an understanding of the principles behind the audit procedures. They adapt their skills to enhance work quality and resolve straightforward issues. Working within a structured environment, they collaborate effectively with team members, recognize ethical considerations in line with professional standards, and apply established solutions to routine problems. They take ownership of their learning and work performance, demonstrating reliability and attention to detail."
+    "negative": "The Senior Audit Associate leads complex audit engagements independently, mentors junior staff, and develops audit strategies to address high-risk areas, ensuring compliance with regulatory standards.  \nThe Risk Management Associate conducts risk assessments and develops mitigation plans to manage operational and financial risks within the organization, collaborating across departments to implement controls.  \nThe Audit Associate specializing in IT audits uses advanced data analytics tools and cybersecurity frameworks to evaluate information systems, working in a dynamic environment with a focus on technology risks.",
+    "positive": "The Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gradually understanding the principles behind assigned duties within the audit plan. They demonstrate the ability to adapt their skills to enhance task execution or resolve straightforward problems. Working within a structured environment, the Audit Associate/Audit Assistant Associate collaborates effectively with team members, recognizes ethical considerations in line with professional conduct codes, and applies known solutions to routine issues while taking ownership of their learning and work quality. They are dependable and detail-oriented professionals."
 }
 ```