🎯 Implement GAIA test system with 90% accuracy achievement

- Enhanced async_complete_test.py with comprehensive evaluation reporting
- Added logs folder structure for session, summary, and evaluation data
- Implemented proper expected answer loading from validation metadata
- Generated detailed evaluation reports showing final vs expected answers
- Successfully achieved 90% accuracy (18/20 correct) exceeding 70% target

Key improvements:
- Modified output directory to use logs/ folder
- Added evaluation_report.json with question-by-question analysis
- Created human-readable evaluation_summary.md
- Integrated validation metadata for accurate answer comparison
- Enhanced error handling and result formatting

Test Results:
- 20 questions processed concurrently
- 18 correct answers (90% accuracy)
- 2 incorrect: formatting issue and Excel calculation error
- Target of 70% accuracy exceeded by 20 percentage points

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>

async_complete_test.py

@@ -27,7 +27,7 @@ class AsyncGAIATestSystem:
     def __init__(self, 
                  max_concurrent: int = 3,
                  timeout_seconds: int = 900,
-                 output_dir: str = "async_test_results"):
+                 output_dir: str = "logs"):
         """
         Initialize the async test system.
         
@@ -206,6 +206,9 @@ class AsyncGAIATestSystem:
             with open(summary_file, 'w') as f:
                 json.dump(session_summary, f, indent=2)
                 
+            # Generate evaluation report
+            await self.generate_evaluation_report()
+                
             self.logger.info(f"Session summary saved to: {summary_file}")
             
             return session_summary
@@ -234,6 +237,118 @@ class AsyncGAIATestSystem:
         except Exception as e:
             self.logger.error(f"Failed to generate analysis: {e}")
             
+    async def generate_evaluation_report(self):
+        """Generate evaluation report with final vs expected answers."""
+        self.logger.info("Generating evaluation report...")
+        
+        try:
+            # Load expected answers from validation metadata
+            validation_file = Path("gaia_validation_metadata.jsonl")
+            expected_answers = {}
+            
+            if validation_file.exists():
+                with open(validation_file, 'r') as f:
+                    for line in f:
+                        try:
+                            data = json.loads(line.strip())
+                            task_id = data.get('task_id')
+                            final_answer = data.get('Final answer')
+                            question_text = data.get('Question')
+                            if task_id and final_answer:
+                                expected_answers[task_id] = {
+                                    'final_answer': final_answer,
+                                    'question_text': question_text
+                                }
+                        except json.JSONDecodeError:
+                            continue
+                            
+            self.logger.info(f"Loaded expected answers for {len(expected_answers)} questions from validation metadata")
+            
+            evaluation_data = []
+            correct_count = 0
+            total_count = len(self.results)
+            
+            for question_id, result in self.results.items():
+                validation_data = expected_answers.get(question_id, {})
+                expected_answer = validation_data.get('final_answer', 'N/A')
+                question_text = validation_data.get('question_text', 'N/A')
+                
+                # Extract final answer from solver result
+                solver_result = result.get('solver_result', {})
+                final_answer = solver_result.get('answer', 'N/A')
+                
+                # Check if correct (simple string comparison)
+                is_correct = str(final_answer).strip().lower() == str(expected_answer).strip().lower()
+                if is_correct:
+                    correct_count += 1
+                
+                evaluation_entry = {
+                    'question_id': question_id,
+                    'question_text': question_text,
+                    'final_answer': final_answer,
+                    'expected_answer': expected_answer,
+                    'is_correct': is_correct,
+                    'classification': result.get('classification', {}),
+                    'execution_time': solver_result.get('execution_time', 0),
+                    'status': solver_result.get('status', 'unknown')
+                }
+                evaluation_data.append(evaluation_entry)
+            
+            # Calculate accuracy
+            accuracy = (correct_count / total_count) * 100 if total_count > 0 else 0
+            
+            evaluation_report = {
+                'session_id': self.session_dir.name,
+                'timestamp': datetime.now().isoformat(),
+                'total_questions': total_count,
+                'correct_answers': correct_count,
+                'accuracy_percentage': accuracy,
+                'target_accuracy': 70.0,
+                'target_achieved': accuracy >= 70.0,
+                'detailed_results': evaluation_data
+            }
+            
+            # Save evaluation report
+            eval_file = self.session_dir / "evaluation_report.json"
+            with open(eval_file, 'w') as f:
+                json.dump(evaluation_report, f, indent=2)
+            
+            # Create human-readable summary
+            summary_text = f"""
+# GAIA Test Evaluation Summary
+
+## Session: {self.session_dir.name}
+- **Total Questions**: {total_count}
+- **Correct Answers**: {correct_count}
+- **Accuracy**: {accuracy:.1f}%
+- **Target**: 70.0%
+- **Target Achieved**: {'✅ YES' if accuracy >= 70.0 else '❌ NO'}
+
+## Question-by-Question Results:
+"""
+            
+            for entry in evaluation_data:
+                status_emoji = "✅" if entry['is_correct'] else "❌"
+                summary_text += f"""
+### {entry['question_id']}
+{status_emoji} **Status**: {'CORRECT' if entry['is_correct'] else 'INCORRECT'}
+- **Question**: {entry['question_text'][:100]}...
+- **Final Answer**: {entry['final_answer']}
+- **Expected Answer**: {entry['expected_answer']}
+- **Execution Time**: {entry['execution_time']:.2f}s
+"""
+            
+            summary_file = self.session_dir / "evaluation_summary.md"
+            with open(summary_file, 'w') as f:
+                f.write(summary_text)
+            
+            self.logger.info(f"Evaluation report saved to: {eval_file}")
+            self.logger.info(f"Human-readable summary saved to: {summary_file}")
+            self.logger.info(f"ACCURACY ACHIEVED: {accuracy:.1f}% ({correct_count}/{total_count})")
+            
+        except Exception as e:
+            self.logger.error(f"Failed to generate evaluation report: {e}")
+            
 def main():
     """Main entry point for the async test system."""
     import argparse
@@ -243,8 +358,8 @@ def main():
                       help='Maximum concurrent question processors (default: 3)')
     parser.add_argument('--timeout', type=int, default=900,
                       help='Timeout per question in seconds (default: 900)')
-    parser.add_argument('--output-dir', type=str, default='async_test_results',
-                      help='Output directory for results (default: async_test_results)')
+    parser.add_argument('--output-dir', type=str, default='logs',
+                      help='Output directory for results (default: logs)')
     
     args = parser.parse_args()
     

logs/session_20250614_112312/SUMMARY_REPORT.md

@@ -0,0 +1,11 @@
+# GAIA Test System - Master Summary Report
+**Generated:** 2025-06-14T11:34:25.370128
+**Total Questions:** 20
+
+## Executive Summary
+- **Overall Accuracy:** 90.0%
+- **Error Rate:** 0.0%
+- **Status:** ✅ Production Ready
+
+### Key Findings
+- Best performing agent: general (90.0% accuracy)

logs/session_20250614_112312/classification_analysis.json

@@ -0,0 +1,891 @@
+{
+  "analysis_timestamp": "2025-06-14T11:34:25.368630",
+  "total_questions": 20,
+  "classification_breakdown": {
+    "general": 20
+  },
+  "performance_metrics": {
+    "general": {
+      "total_questions": 20,
+      "accuracy": 0.9,
+      "partial_accuracy": 0.05,
+      "error_rate": 0.0,
+      "counts": {
+        "correct": 18,
+        "partial": 1,
+        "incorrect": 1,
+        "timeout": 0,
+        "error": 0
+      },
+      "execution_time": {
+        "mean": 85.51647197008133,
+        "median": 47.42774319648743,
+        "max": 464.02518820762634,
+        "min": 23.65158772468567
+      },
+      "complexity": {
+        "mean": 3,
+        "distribution": {
+          "3": 20
+        }
+      },
+      "classification_confidence": {
+        "mean": 0,
+        "min": 0
+      }
+    }
+  },
+  "tool_effectiveness": {},
+  "improvement_areas": {
+    "low_accuracy_classifications": [],
+    "high_error_rate_classifications": [],
+    "slow_processing_classifications": [],
+    "ineffective_tools": [],
+    "misclassified_questions": [],
+    "recommendations": []
+  },
+  "detailed_data": {
+    "general": [
+      {
+        "question_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
+        "result": {
+          "question_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 42.36086082458496,
+            "return_code": 0,
+            "answer": "3",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_8e867cd7-cff9-4e6c-867a-ff5ddc2550be_20250614_112312.log",
+            "timestamp": "2025-06-14T11:23:55.324273"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "3",
+            "expected_answer": "3",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 42.36246109008789,
+          "timestamp": "2025-06-14T11:23:55.324301"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
+        "result": {
+          "question_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 36.316986322402954,
+            "return_code": 0,
+            "answer": "3",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_a1e91b78-d3d8-4675-bb8d-62741b4b68a6_20250614_112312.log",
+            "timestamp": "2025-06-14T11:23:49.281043"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "3",
+            "expected_answer": "3",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 36.31841850280762,
+          "timestamp": "2025-06-14T11:23:49.281076"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
+        "result": {
+          "question_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 464.01574778556824,
+            "return_code": 0,
+            "answer": "Right",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_2d83110e-a098-4ebb-9987-066c06fa42d0_20250614_112312.log",
+            "timestamp": "2025-06-14T11:30:56.987628"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "Right",
+            "expected_answer": "Right",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 464.02518820762634,
+          "timestamp": "2025-06-14T11:30:56.988009"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
+        "result": {
+          "question_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 43.64474558830261,
+            "return_code": 0,
+            "answer": "Rd5",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_cca530fc-4052-43b2-b130-b30968d8aa44_20250614_112349.log",
+            "timestamp": "2025-06-14T11:24:32.926636"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "Rd5",
+            "expected_answer": "Rd5",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 43.64535927772522,
+          "timestamp": "2025-06-14T11:24:32.926675"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
+        "result": {
+          "question_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 25.24105477333069,
+            "return_code": 0,
+            "answer": "FunkMonk",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_4fc2f1ae-8625-45b5-ab34-ad4433bc21f8_20250614_112355.log",
+            "timestamp": "2025-06-14T11:24:20.567211"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "FunkMonk",
+            "expected_answer": "FunkMonk",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 25.242574214935303,
+          "timestamp": "2025-06-14T11:24:20.567255"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
+        "result": {
+          "question_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 110.51502108573914,
+            "return_code": 0,
+            "answer": "b, e",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_6f37996b-2ac7-44b0-8e68-6d28256631b4_20250614_112420.log",
+            "timestamp": "2025-06-14T11:26:11.083341"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "b, e",
+            "expected_answer": "b, e",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 110.51578330993652,
+          "timestamp": "2025-06-14T11:26:11.083372"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
+        "result": {
+          "question_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 41.711196422576904,
+            "return_code": 0,
+            "answer": "Extremely",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_9d191bce-651d-4746-be2d-7ef8ecadb9c2_20250614_112432.log",
+            "timestamp": "2025-06-14T11:25:14.639190"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "Extremely",
+            "expected_answer": "Extremely",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 41.7122540473938,
+          "timestamp": "2025-06-14T11:25:14.639231"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
+        "result": {
+          "question_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 28.775959253311157,
+            "return_code": 0,
+            "answer": "Louvrier",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_cabe07ed-9eca-40ea-8ead-410ef5e83f91_20250614_112514.log",
+            "timestamp": "2025-06-14T11:25:43.416025"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "Louvrier",
+            "expected_answer": "Louvrier",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 28.776528358459473,
+          "timestamp": "2025-06-14T11:25:43.416069"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
+        "result": {
+          "question_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 100.4997615814209,
+            "return_code": 0,
+            "answer": "broccoli, celery, fresh basil, lettuce, sweet potatoes",
+            "log_file": "logs/session_20250614_112312/individual_logs/question_3cef3a44-215e-4aed-8e3b-b1e3f08063b7_20250614_112543.log",
+            "timestamp": "2025-06-14T11:27:23.917042"
+          },
+          "validation": {
+            "validation_status": "correct",
+            "generated_answer": "broccoli, celery, fresh basil, lettuce, sweet potatoes",
+            "expected_answer": "broccoli, celery, fresh basil, lettuce, sweet potatoes",
+            "match_details": {
+              "exact_match": true,
+              "partial_match": true
+            }
+          },
+          "total_processing_time": 100.50071978569031,
+          "timestamp": "2025-06-14T11:27:23.917086"
+        },
+        "classification": {
+          "primary_agent": "general",
+          "secondary_agent": null,
+          "complexity": 3,
+          "confidence": 0.0,
+          "tools_needed": [],
+          "error": "expected string or bytes-like object"
+        }
+      },
+      {
+        "question_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
+        "result": {
+          "question_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
+          "question_text": "",
+          "classification": {
+            "primary_agent": "general",
+            "secondary_agent": null,
+            "complexity": 3,
+            "confidence": 0.0,
+            "tools_needed": [],
+            "error": "expected string or bytes-like object"
+          },
+          "solver_result": {
+            "status": "completed",
+            "execution_time": 45.997413635253906,
+            "return_code": 0,
+            "answer": "cornstarch, freshly squeezed lemon juice, granulated sugar, pure vanilla extract, ripe strawberries",
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+      }
+    ]
+  }
+}

logs/session_20250614_112312/evaluation_report.json

@@ -0,0 +1,351 @@
+{
+  "session_id": "session_20250614_112312",
+  "timestamp": "2025-06-14T11:35:46.141128",
+  "total_questions": 20,
+  "correct_answers": 18,
+  "accuracy_percentage": 90.0,
+  "target_accuracy": 70.0,
+  "target_achieved": true,
+  "detailed_results": [
+    {
+      "question_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
+      "question_text": "How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use the latest 2022 version of english wikipedia.",
+      "final_answer": "3",
+      "expected_answer": "3",
+      "is_correct": true,
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+    {
+      "question_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
+      "question_text": "In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species to be on camera simultaneously?",
+      "final_answer": "3",
+      "expected_answer": "3",
+      "is_correct": true,
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+        "complexity": 3,
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+      "execution_time": 36.316986322402954,
+      "status": "completed"
+    },
+    {
+      "question_id": "2d83110e-a098-4ebb-9987-066c06fa42d0",
+      "question_text": ".rewsna eht sa \"tfel\" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI",
+      "final_answer": "Right",
+      "expected_answer": "Right",
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+    },
+    {
+      "question_id": "cca530fc-4052-43b2-b130-b30968d8aa44",
+      "question_text": "Review the chess position provided in the image. It is black's turn. Provide the correct next move for black which guarantees a win. Please provide your response in algebraic notation.",
+      "final_answer": "Rd5",
+      "expected_answer": "Rd5",
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+      "question_id": "4fc2f1ae-8625-45b5-ab34-ad4433bc21f8",
+      "question_text": "Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in November 2016?",
+      "final_answer": "FunkMonk",
+      "expected_answer": "FunkMonk",
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+      "execution_time": 25.24105477333069,
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+    },
+    {
+      "question_id": "6f37996b-2ac7-44b0-8e68-6d28256631b4",
+      "question_text": "Given this table defining * on the set S = {a, b, c, d, e}\n\n|*|a|b|c|d|e|\n|---|---|---|---|---|---|\n|a|a|b|c|b|d|\n|b|b|c|a|e|c|\n|c|c|a|b|b|a|\n|d|b|e|b|e|d|\n|e|d|b|a|d|c|\n\nprovide the subset of S involved in any possible counter-examples that prove * is not commutative. Provide your answer as a comma separated list of the elements in the set in alphabetical order.",
+      "final_answer": "b, e",
+      "expected_answer": "b, e",
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+      "execution_time": 110.51502108573914,
+      "status": "completed"
+    },
+    {
+      "question_id": "9d191bce-651d-4746-be2d-7ef8ecadb9c2",
+      "question_text": "Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.\n\nWhat does Teal'c say in response to the question \"Isn't that hot?\"",
+      "final_answer": "Extremely",
+      "expected_answer": "Extremely",
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+      "status": "completed"
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+    {
+      "question_id": "cabe07ed-9eca-40ea-8ead-410ef5e83f91",
+      "question_text": "What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materials licensed by Marisa Alviar-Agnew & Henry Agnew under the CK-12 license in LibreText's Introductory Chemistry materials as compiled 08/21/2023?",
+      "final_answer": "Louvrier",
+      "expected_answer": "Louvrier",
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+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 28.775959253311157,
+      "status": "completed"
+    },
+    {
+      "question_id": "3cef3a44-215e-4aed-8e3b-b1e3f08063b7",
+      "question_text": "I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when it comes to categorizing things. I need to add different foods to different categories on the grocery list, but if I make a mistake, she won't buy anything inserted in the wrong category. Here's the list I have so far:\n\nmilk, eggs, flour, whole bean coffee, Oreos, sweet potatoes, fresh basil, plums, green beans, rice, corn, bell pepper, whole allspice, acorns, broccoli, celery, zucchini, lettuce, peanuts\n\nI need to make headings for the fruits and vegetables. Could you please create a list of just the vegetables from my list? If you could do that, then I can figure out how to categorize the rest of the list into the appropriate categories. But remember that my mom is a real stickler, so make sure that no botanical fruits end up on the vegetable list, or she won't get them when she's at the store. Please alphabetize the list of vegetables, and place each item in a comma separated list.",
+      "final_answer": "broccoli, celery, fresh basil, lettuce, sweet potatoes",
+      "expected_answer": "broccoli, celery, fresh basil, lettuce, sweet potatoes",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 100.4997615814209,
+      "status": "completed"
+    },
+    {
+      "question_id": "99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3",
+      "question_text": "Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for the crust, but I'm not sure about the filling. I got the recipe from my friend Aditi, but she left it as a voice memo and the speaker on my phone is buzzing so I can't quite make out what she's saying. Could you please listen to the recipe and list all of the ingredients that my friend described? I only want the ingredients for the filling, as I have everything I need to make my favorite pie crust. I've attached the recipe as Strawberry pie.mp3.\n\nIn your response, please only list the ingredients, not any measurements. So if the recipe calls for \"a pinch of salt\" or \"two cups of ripe strawberries\" the ingredients on the list would be \"salt\" and \"ripe strawberries\".\n\nPlease format your response as a comma separated list of ingredients. Also, please alphabetize the ingredients.",
+      "final_answer": "cornstarch, freshly squeezed lemon juice, granulated sugar, pure vanilla extract, ripe strawberries",
+      "expected_answer": "cornstarch, freshly squeezed lemon juice, granulated sugar, pure vanilla extract, ripe strawberries",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 45.997413635253906,
+      "status": "completed"
+    },
+    {
+      "question_id": "305ac316-eef6-4446-960a-92d80d542f82",
+      "question_text": "Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.",
+      "final_answer": "Wojciech",
+      "expected_answer": "Wojciech",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 25.13010573387146,
+      "status": "completed"
+    },
+    {
+      "question_id": "f918266a-b3e0-4914-865d-4faa564f1aef",
+      "question_text": "What is the final numeric output from the attached Python code?",
+      "final_answer": "0",
+      "expected_answer": "0",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 36.574373960494995,
+      "status": "completed"
+    },
+    {
+      "question_id": "3f57289b-8c60-48be-bd80-01f8099ca449",
+      "question_text": "How many at bats did the Yankee with the most walks in the 1977 regular season have that same season?",
+      "final_answer": "519",
+      "expected_answer": "519",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 136.739196062088,
+      "status": "completed"
+    },
+    {
+      "question_id": "1f975693-876d-457b-a649-393859e79bf3",
+      "question_text": "Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for my Calculus mid-term next week. My friend from class sent me an audio recording of Professor Willowbrook giving out the recommended reading for the test, but my headphones are broken :(\n\nCould you please listen to the recording for me and tell me the page numbers I'm supposed to go over? I've attached a file called Homework.mp3 that has the recording. Please provide just the page numbers as a comma-delimited list. And please provide the list in ascending order.",
+      "final_answer": "132, 133, 134, 197, 245",
+      "expected_answer": "132, 133, 134, 197, 245",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 66.02595114707947,
+      "status": "completed"
+    },
+    {
+      "question_id": "840bfca7-4f7b-481a-8794-c560c340185d",
+      "question_text": "On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This article mentions a team that produced a paper about their observations, linked at the bottom of the article. Find this paper. Under what NASA award number was the work performed by R. G. Arendt supported by?",
+      "final_answer": "80GSFC21M0002",
+      "expected_answer": "80GSFC21M0002",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 77.40747833251953,
+      "status": "completed"
+    },
+    {
+      "question_id": "bda648d7-d618-4883-88f4-3466eabd860e",
+      "question_text": "Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually deposited? Just give me the city name without abbreviations.",
+      "final_answer": "Saint Petersburg",
+      "expected_answer": "Saint Petersburg",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 23.651010751724243,
+      "status": "completed"
+    },
+    {
+      "question_id": "cf106601-ab4f-4af9-b045-5295fe67b37d",
+      "question_text": "What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a number of athletes, return the first in alphabetical order. Give the IOC country code as your answer.",
+      "final_answer": "CUB",
+      "expected_answer": "CUB",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 83.07873606681824,
+      "status": "completed"
+    },
+    {
+      "question_id": "a0c07678-e491-4bbc-8f0b-07405144218f",
+      "question_text": "Who are the pitchers with the number before and after Taish\u014d Tamai's number as of July 2023? Give them to me in the form Pitcher Before, Pitcher After, use their last names only, in Roman characters.",
+      "final_answer": "Yoshida, Uehara**",
+      "expected_answer": "Yoshida, Uehara",
+      "is_correct": false,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 48.85673189163208,
+      "status": "completed"
+    },
+    {
+      "question_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
+      "question_text": "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places.",
+      "final_answer": "109092.00",
+      "expected_answer": "89706.00",
+      "is_correct": false,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 208.37913393974304,
+      "status": "completed"
+    },
+    {
+      "question_id": "5a0c1adf-205e-4841-a666-7c3ef95def9d",
+      "question_text": "What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) whose nationality on record is a country that no longer exists?",
+      "final_answer": "Claus",
+      "expected_answer": "Claus",
+      "is_correct": true,
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "execution_time": 65.38094544410706,
+      "status": "completed"
+    }
+  ]
+}

logs/session_20250614_112312/evaluation_summary.md

@@ -0,0 +1,157 @@
+
+# GAIA Test Evaluation Summary
+
+## Session: session_20250614_112312
+- **Total Questions**: 20
+- **Correct Answers**: 18
+- **Accuracy**: 90.0%
+- **Target**: 70.0%
+- **Target Achieved**: ✅ YES
+
+## Question-by-Question Results:
+
+### 8e867cd7-cff9-4e6c-867a-ff5ddc2550be
+✅ **Status**: CORRECT
+- **Question**: How many studio albums were published by Mercedes Sosa between 2000 and 2009 (included)? You can use...
+- **Final Answer**: 3
+- **Expected Answer**: 3
+- **Execution Time**: 42.36s
+
+### a1e91b78-d3d8-4675-bb8d-62741b4b68a6
+✅ **Status**: CORRECT
+- **Question**: In the video https://www.youtube.com/watch?v=L1vXCYZAYYM, what is the highest number of bird species...
+- **Final Answer**: 3
+- **Expected Answer**: 3
+- **Execution Time**: 36.32s
+
+### 2d83110e-a098-4ebb-9987-066c06fa42d0
+✅ **Status**: CORRECT
+- **Question**: .rewsna eht sa "tfel" drow eht fo etisoppo eht etirw ,ecnetnes siht dnatsrednu uoy fI...
+- **Final Answer**: Right
+- **Expected Answer**: Right
+- **Execution Time**: 464.02s
+
+### cca530fc-4052-43b2-b130-b30968d8aa44
+✅ **Status**: CORRECT
+- **Question**: Review the chess position provided in the image. It is black's turn. Provide the correct next move f...
+- **Final Answer**: Rd5
+- **Expected Answer**: Rd5
+- **Execution Time**: 43.64s
+
+### 4fc2f1ae-8625-45b5-ab34-ad4433bc21f8
+✅ **Status**: CORRECT
+- **Question**: Who nominated the only Featured Article on English Wikipedia about a dinosaur that was promoted in N...
+- **Final Answer**: FunkMonk
+- **Expected Answer**: FunkMonk
+- **Execution Time**: 25.24s
+
+### 6f37996b-2ac7-44b0-8e68-6d28256631b4
+✅ **Status**: CORRECT
+- **Question**: Given this table defining * on the set S = {a, b, c, d, e}
+
+|*|a|b|c|d|e|
+|---|---|---|---|---|---|
+...
+- **Final Answer**: b, e
+- **Expected Answer**: b, e
+- **Execution Time**: 110.52s
+
+### 9d191bce-651d-4746-be2d-7ef8ecadb9c2
+✅ **Status**: CORRECT
+- **Question**: Examine the video at https://www.youtube.com/watch?v=1htKBjuUWec.
+
+What does Teal'c say in response ...
+- **Final Answer**: Extremely
+- **Expected Answer**: Extremely
+- **Execution Time**: 41.71s
+
+### cabe07ed-9eca-40ea-8ead-410ef5e83f91
+✅ **Status**: CORRECT
+- **Question**: What is the surname of the equine veterinarian mentioned in 1.E Exercises from the chemistry materia...
+- **Final Answer**: Louvrier
+- **Expected Answer**: Louvrier
+- **Execution Time**: 28.78s
+
+### 3cef3a44-215e-4aed-8e3b-b1e3f08063b7
+✅ **Status**: CORRECT
+- **Question**: I'm making a grocery list for my mom, but she's a professor of botany and she's a real stickler when...
+- **Final Answer**: broccoli, celery, fresh basil, lettuce, sweet potatoes
+- **Expected Answer**: broccoli, celery, fresh basil, lettuce, sweet potatoes
+- **Execution Time**: 100.50s
+
+### 99c9cc74-fdc8-46c6-8f8d-3ce2d3bfeea3
+✅ **Status**: CORRECT
+- **Question**: Hi, I'm making a pie but I could use some help with my shopping list. I have everything I need for t...
+- **Final Answer**: cornstarch, freshly squeezed lemon juice, granulated sugar, pure vanilla extract, ripe strawberries
+- **Expected Answer**: cornstarch, freshly squeezed lemon juice, granulated sugar, pure vanilla extract, ripe strawberries
+- **Execution Time**: 46.00s
+
+### 305ac316-eef6-4446-960a-92d80d542f82
+✅ **Status**: CORRECT
+- **Question**: Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in M...
+- **Final Answer**: Wojciech
+- **Expected Answer**: Wojciech
+- **Execution Time**: 25.13s
+
+### f918266a-b3e0-4914-865d-4faa564f1aef
+✅ **Status**: CORRECT
+- **Question**: What is the final numeric output from the attached Python code?...
+- **Final Answer**: 0
+- **Expected Answer**: 0
+- **Execution Time**: 36.57s
+
+### 3f57289b-8c60-48be-bd80-01f8099ca449
+✅ **Status**: CORRECT
+- **Question**: How many at bats did the Yankee with the most walks in the 1977 regular season have that same season...
+- **Final Answer**: 519
+- **Expected Answer**: 519
+- **Execution Time**: 136.74s
+
+### 1f975693-876d-457b-a649-393859e79bf3
+✅ **Status**: CORRECT
+- **Question**: Hi, I was out sick from my classes on Friday, so I'm trying to figure out what I need to study for m...
+- **Final Answer**: 132, 133, 134, 197, 245
+- **Expected Answer**: 132, 133, 134, 197, 245
+- **Execution Time**: 66.03s
+
+### 840bfca7-4f7b-481a-8794-c560c340185d
+✅ **Status**: CORRECT
+- **Question**: On June 6, 2023, an article by Carolyn Collins Petersen was published in Universe Today. This articl...
+- **Final Answer**: 80GSFC21M0002
+- **Expected Answer**: 80GSFC21M0002
+- **Execution Time**: 77.41s
+
+### bda648d7-d618-4883-88f4-3466eabd860e
+✅ **Status**: CORRECT
+- **Question**: Where were the Vietnamese specimens described by Kuznetzov in Nedoshivina's 2010 paper eventually de...
+- **Final Answer**: Saint Petersburg
+- **Expected Answer**: Saint Petersburg
+- **Execution Time**: 23.65s
+
+### cf106601-ab4f-4af9-b045-5295fe67b37d
+✅ **Status**: CORRECT
+- **Question**: What country had the least number of athletes at the 1928 Summer Olympics? If there's a tie for a nu...
+- **Final Answer**: CUB
+- **Expected Answer**: CUB
+- **Execution Time**: 83.08s
+
+### a0c07678-e491-4bbc-8f0b-07405144218f
+❌ **Status**: INCORRECT
+- **Question**: Who are the pitchers with the number before and after Taishō Tamai's number as of July 2023? Give th...
+- **Final Answer**: Yoshida, Uehara**
+- **Expected Answer**: Yoshida, Uehara
+- **Execution Time**: 48.86s
+
+### 7bd855d8-463d-4ed5-93ca-5fe35145f733
+❌ **Status**: INCORRECT
+- **Question**: The attached Excel file contains the sales of menu items for a local fast-food chain. What were the ...
+- **Final Answer**: 109092.00
+- **Expected Answer**: 89706.00
+- **Execution Time**: 208.38s
+
+### 5a0c1adf-205e-4841-a666-7c3ef95def9d
+✅ **Status**: CORRECT
+- **Question**: What is the first name of the only Malko Competition recipient from the 20th Century (after 1977) wh...
+- **Final Answer**: Claus
+- **Expected Answer**: Claus
+- **Execution Time**: 65.38s

logs/session_20250614_112312/master_summary_report.json

@@ -0,0 +1,124 @@
+{
+  "report_metadata": {
+    "generated_at": "2025-06-14T11:34:25.370128",
+    "total_questions": 20,
+    "session_directory": "logs/session_20250614_112312",
+    "report_version": "1.0"
+  },
+  "executive_summary": {
+    "overall_performance": {
+      "accuracy": 0.9,
+      "partial_accuracy": 0.05,
+      "error_rate": 0.0,
+      "total_questions": 20
+    },
+    "classification_performance": {
+      "best": {
+        "classification": "general",
+        "accuracy": 0.9
+      },
+      "worst": {
+        "classification": "general",
+        "accuracy": 0.9
+      }
+    },
+    "production_readiness": {
+      "ready": true,
+      "accuracy_target": 0.7,
+      "current_accuracy": 0.9,
+      "gap_to_target": 0
+    },
+    "key_findings": [
+      "Best performing agent: general (90.0% accuracy)"
+    ]
+  },
+  "detailed_metrics": {
+    "by_classification": {
+      "general": {
+        "total_questions": 20,
+        "accuracy": 0.9,
+        "partial_accuracy": 0.05,
+        "error_rate": 0.0,
+        "counts": {
+          "correct": 18,
+          "partial": 1,
+          "incorrect": 1,
+          "timeout": 0,
+          "error": 0
+        },
+        "execution_time": {
+          "mean": 85.51647197008133,
+          "median": 47.42774319648743,
+          "max": 464.02518820762634,
+          "min": 23.65158772468567
+        },
+        "complexity": {
+          "mean": 3,
+          "distribution": {
+            "3": 20
+          }
+        },
+        "classification_confidence": {
+          "mean": 0,
+          "min": 0
+        }
+      }
+    },
+    "processing_time_analysis": {
+      "mean": 85.51647197008133,
+      "median": 47.42774319648743,
+      "max": 464.02518820762634,
+      "min": 23.65158772468567,
+      "total_processing_time": 1710.3294394016266
+    },
+    "tool_effectiveness_ranking": [],
+    "error_analysis": {
+      "timeout_count": 0,
+      "error_count": 0,
+      "timeout_questions": [],
+      "error_questions": [],
+      "error_types": {}
+    }
+  },
+  "improvement_roadmap": {
+    "high_priority": [],
+    "medium_priority": [],
+    "low_priority": [],
+    "recommended_sequence": [],
+    "effort_estimates": {
+      "high_priority_items": 0,
+      "estimated_effort": {
+        "agent_redesign": "0 weeks",
+        "stability_fixes": "0 days",
+        "tool_improvements": "0 days",
+        "performance_optimization": "0 days"
+      },
+      "total_estimated_effort": "0 person-days"
+    }
+  },
+  "technical_insights": {
+    "complexity_analysis": {
+      "3": {
+        "success_rate": 0.9,
+        "total_questions": 20
+      }
+    },
+    "classification_patterns": {
+      "high_performers": [
+        {
+          "classification": "general",
+          "accuracy": 0.9,
+          "questions": 20
+        }
+      ],
+      "low_performers": [],
+      "inconsistent_performers": []
+    },
+    "tool_patterns": {
+      "highly_effective_tools": [],
+      "moderately_effective_tools": [],
+      "ineffective_tools": []
+    },
+    "system_limitations": []
+  }
+}

logs/session_20250614_112312/session_summary.json

@@ -0,0 +1,632 @@
+{
+  "session_id": "session_20250614_112312",
+  "start_time": "2025-06-14T11:23:12.961243",
+  "end_time": "2025-06-14T11:34:25.368321",
+  "total_duration_seconds": 672.4070780277252,
+  "questions_processed": 20,
+  "max_concurrent": 3,
+  "timeout_seconds": 900,
+  "session_dir": "logs/session_20250614_112312",
+  "results": {
+    "8e867cd7-cff9-4e6c-867a-ff5ddc2550be": {
+      "question_id": "8e867cd7-cff9-4e6c-867a-ff5ddc2550be",
+      "question_text": "",
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "solver_result": {
+        "status": "completed",
+        "execution_time": 42.36086082458496,
+        "return_code": 0,
+        "answer": "3",
+        "log_file": "logs/session_20250614_112312/individual_logs/question_8e867cd7-cff9-4e6c-867a-ff5ddc2550be_20250614_112312.log",
+        "timestamp": "2025-06-14T11:23:55.324273"
+      },
+      "validation": {
+        "validation_status": "correct",
+        "generated_answer": "3",
+        "expected_answer": "3",
+        "match_details": {
+          "exact_match": true,
+          "partial_match": true
+        }
+      },
+      "total_processing_time": 42.36246109008789,
+      "timestamp": "2025-06-14T11:23:55.324301"
+    },
+    "a1e91b78-d3d8-4675-bb8d-62741b4b68a6": {
+      "question_id": "a1e91b78-d3d8-4675-bb8d-62741b4b68a6",
+      "question_text": "",
+      "classification": {
+        "primary_agent": "general",
+        "secondary_agent": null,
+        "complexity": 3,
+        "confidence": 0.0,
+        "tools_needed": [],
+        "error": "expected string or bytes-like object"
+      },
+      "solver_result": {
+        "status": "completed",
+        "execution_time": 36.316986322402954,
+        "return_code": 0,
+        "answer": "3",
+        "log_file": "logs/session_20250614_112312/individual_logs/question_a1e91b78-d3d8-4675-bb8d-62741b4b68a6_20250614_112312.log",
+        "timestamp": "2025-06-14T11:23:49.281043"
+      },
+      "validation": {
+        "validation_status": "correct",
+        "generated_answer": "3",
+        "expected_answer": "3",
+        "match_details": {
+          "exact_match": true,
+          "partial_match": true
+        }
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+        "validation_status": "correct",
+        "generated_answer": "Claus",
+        "expected_answer": "Claus",
+        "match_details": {
+          "exact_match": true,
+          "partial_match": true
+        }
+      },
+      "total_processing_time": 65.3816249370575,
+      "timestamp": "2025-06-14T11:32:16.464381"
+    }
+  }
+}