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comparison_results/category_comparison_data.csv

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+Category,Model1_Accuracy,Model2_Accuracy,Difference,Improvement_Pct
+business_ethics,0.69,0.75,0.06000000000000005,8.695652173913052
+moral_scenarios,0.4101,0.4324,0.022299999999999986,5.437698122409166
+college_chemistry,0.57,0.59,0.020000000000000018,3.5087719298245648
+high_school_european_history,0.8121,0.8242,0.0121,1.4899642901120551
+high_school_physics,0.5695,0.5762,0.006700000000000039,1.176470588235301
+high_school_chemistry,0.6256,0.6305,0.004899999999999904,0.7832480818414169
+formal_logic,0.5714,0.5714,0.0,0.0
+international_law,0.7521,0.7521,0.0,0.0
+high_school_mathematics,0.437,0.4296,-0.007400000000000018,-1.6933638443935968
+security_studies,0.751,0.7429,-0.008099999999999996,-1.0785619174434082
+high_school_microeconomics,0.8571,0.8487,-0.008399999999999963,-0.9800490024501183
+econometrics,0.6316,0.6228,-0.00880000000000003,-1.3932868904369902
+public_relations,0.6727,0.6636,-0.009099999999999997,-1.3527575442247655
+jurisprudence,0.7685,0.7593,-0.009199999999999986,-1.1971372804163938
+high_school_statistics,0.7269,0.7176,-0.009299999999999975,-1.2794056954188988
+nutrition,0.781,0.7712,-0.009800000000000031,-1.2548015364916814
+college_physics,0.4902,0.4804,-0.009800000000000031,-1.9991840065279538
+high_school_computer_science,0.79,0.78,-0.010000000000000009,-1.2658227848101276
+us_foreign_policy,0.85,0.84,-0.010000000000000009,-1.176470588235295
+professional_accounting,0.5461,0.5355,-0.010600000000000054,-1.941036440212425
+electrical_engineering,0.6759,0.6621,-0.013799999999999923,-2.041722148246771
+anatomy,0.637,0.6222,-0.014800000000000035,-2.3233908948194717
+marketing,0.9017,0.8846,-0.017099999999999893,-1.896417877342785
+college_medicine,0.6936,0.6763,-0.017299999999999982,-2.4942329873125697
+machine_learning,0.4911,0.4732,-0.01789999999999997,-3.644878843412741
+virology,0.494,0.4759,-0.018100000000000005,-3.663967611336033
+global_facts,0.49,0.47,-0.020000000000000018,-4.081632653061228
+computer_security,0.75,0.73,-0.020000000000000018,-2.6666666666666687
+medical_genetics,0.8,0.78,-0.020000000000000018,-2.500000000000002
+professional_law,0.515,0.4948,-0.020199999999999996,-3.922330097087378
+high_school_government_and_politics,0.9223,0.9016,-0.02070000000000005,-2.244389027431427
+high_school_psychology,0.8972,0.8734,-0.023800000000000043,-2.652697280428003
+high_school_geography,0.8687,0.8434,-0.02529999999999999,-2.912397835846666
+astronomy,0.8487,0.8224,-0.02629999999999999,-3.0988570755272757
+human_aging,0.7265,0.6996,-0.026900000000000035,-3.7026841018582295
+professional_psychology,0.7582,0.7288,-0.02939999999999998,-3.877604853600631
+logical_fallacies,0.7975,0.7669,-0.03059999999999996,-3.8369905956112804
+high_school_biology,0.8742,0.8419,-0.032299999999999995,-3.6948066803935022
+high_school_world_history,0.8608,0.827,-0.03380000000000005,-3.926579925650563
+miscellaneous,0.8378,0.8033,-0.034499999999999975,-4.117927906421577
+high_school_macroeconomics,0.7795,0.7436,-0.03589999999999993,-4.605516356638863
+philosophy,0.7781,0.7395,-0.03859999999999997,-4.9608019534764125
+management,0.8738,0.835,-0.03880000000000006,-4.440375371938665
+clinical_knowledge,0.8038,0.7623,-0.04149999999999998,-5.162975864642944
+moral_disputes,0.7341,0.6908,-0.043300000000000005,-5.898378967443128
+human_sexuality,0.8092,0.7634,-0.04580000000000006,-5.65991102323283
+world_religions,0.848,0.8012,-0.04679999999999995,-5.518867924528297
+high_school_us_history,0.8627,0.8137,-0.049000000000000044,-5.679842355395856
+prehistory,0.8025,0.7531,-0.0494,-6.155763239875389
+college_computer_science,0.67,0.62,-0.050000000000000044,-7.4626865671641855
+conceptual_physics,0.7404,0.6851,-0.055299999999999905,-7.468935710426784
+college_biology,0.8611,0.8056,-0.055499999999999994,-6.445244454767157
+college_mathematics,0.41,0.35,-0.06,-14.634146341463413
+sociology,0.8856,0.8209,-0.06470000000000009,-7.305781391147255
+professional_medicine,0.8162,0.739,-0.07720000000000005,-9.458466062239653
+elementary_mathematics,0.5608,0.4735,-0.08729999999999999,-15.567047075606274
+abstract_algebra,0.57,0.48,-0.08999999999999997,-15.789473684210522

comparison_results/overall_comparison_data.csv

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+Model1_Overall,Model2_Overall,Overall_Difference,Overall_Improvement_Pct
+0.7027,0.6782,-0.024499999999999966,-3.4865518713533468

comparison_results/summary_report.txt

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+Benchmark Comparison Report
+==================================================
+
+Model 1: Qwen/Qwen2.5-7B-Instruct
+Model 2: Qwen/Qwen2.5-7B-Instruct
+
+Overall Accuracy Comparison:
+- Qwen/Qwen2.5-7B-Instruct: 0.7027
+- Qwen/Qwen2.5-7B-Instruct: 0.6782
+- Difference: -0.0245 (-3.49%)
+
+Category Summary Statistics:
+- Average difference: -0.0241
+- Maximum improvement: 0.0600
+- Maximum decline: -0.0900
+- Categories improved: 6
+- Categories declined: 49
+- Total categories compared: 57
+
+Top 5 Category Improvements:
+- business_ethics: +0.0600 (8.70%)
+- moral_scenarios: +0.0223 (5.44%)
+- college_chemistry: +0.0200 (3.51%)
+- high_school_european_history: +0.0121 (1.49%)
+- high_school_physics: +0.0067 (1.18%)
+
+Top 5 Category Declines:
+- abstract_algebra: -0.0900 (-15.79%)
+- elementary_mathematics: -0.0873 (-15.57%)
+- professional_medicine: -0.0772 (-9.46%)
+- sociology: -0.0647 (-7.31%)
+- college_mathematics: -0.0600 (-14.63%)