Academic Performance
Benchmark
The Next Gen academic algorithm built with the culmination of cognitive science and generative AI.
Pattern recognition
Maple has advanced pattern recognition technology for competitive exams like JEE, NEET, UPSC, and beyond.
Adaptive Psychometrics
Maple adapts to individual student needs, tailoring the learning experience for optimal performance.
Key Performance Metrics
Forward Testing F1 Score
86.3%
Backward Testing F1 Score
85.1%
Best Strategy Score
91.0%
Total Strategies
5
Total Papers (Forward)
135
Total Papers (Backward)
135
Strategy Performance Analysis
Best Overall Strategy
Mid-Tier Focus (20% top-50, 80% mid-tier)
F1 Score
91.9%
Precision
90.7%
Recall
93.3%
Comparative Testing - Maple vs AI Models
Maple vs AI Models (physics)
F1 Score Comparison
Maple vs AI Models (chemistry)
F1 Score Comparison
Maple vs AI Models (mathematics)
F1 Score Comparison
Forward Testing Strategy Rankings
physics
Mid-Tier Focus (20% top-50, 80% mid-tier)
91.0%
Random (Uniform distribution - Control)
89.0%
Exploratory (30% top-50, 70% broader)
87.5%
Balanced (50% top-50, 50% mid-tier)
83.6%
Top-Heavy (70% top-50, 30% mid-tier)
80.6%
chemistry
Mid-Tier Focus (20% top-50, 80% mid-tier)
90.1%
Random (Uniform distribution - Control)
88.1%
Exploratory (30% top-50, 70% broader)
86.6%
Balanced (50% top-50, 50% mid-tier)
82.7%
Top-Heavy (70% top-50, 30% mid-tier)
79.7%
mathematics
Mid-Tier Focus (20% top-50, 80% mid-tier)
91.9%
Random (Uniform distribution - Control)
89.9%
Exploratory (30% top-50, 70% broader)
88.4%
Balanced (50% top-50, 50% mid-tier)
84.5%
Top-Heavy (70% top-50, 30% mid-tier)
81.5%
Backward Testing Strategy Rankings
physics
Mid-Tier Focus (20% top-50, 80% mid-tier)
89.8%
Random (Uniform distribution - Control)
87.8%
Exploratory (30% top-50, 70% broader)
86.3%
Balanced (50% top-50, 50% mid-tier)
82.3%
Top-Heavy (70% top-50, 30% mid-tier)
79.3%
chemistry
Mid-Tier Focus (20% top-50, 80% mid-tier)
88.9%
Random (Uniform distribution - Control)
86.9%
Exploratory (30% top-50, 70% broader)
85.4%
Balanced (50% top-50, 50% mid-tier)
81.5%
Top-Heavy (70% top-50, 30% mid-tier)
78.5%
mathematics
Mid-Tier Focus (20% top-50, 80% mid-tier)
90.7%
Random (Uniform distribution - Control)
88.7%
Exploratory (30% top-50, 70% broader)
87.2%
Balanced (50% top-50, 50% mid-tier)
83.2%
Top-Heavy (70% top-50, 30% mid-tier)
80.2%
Subject Performance Analysis
Subject F1 Scores
Forward vs Backward Testing
Subject Precision
Forward vs Backward Testing
physics
Overall Performance
Forward Testing
F1
86.3%
Prec
85.2%
Rec
87.6%
Backward Testing
F1
85.1%
Prec
83.9%
Rec
86.4%
chemistry
Overall Performance
Forward Testing
F1
85.4%
Prec
84.3%
Rec
86.6%
Backward Testing
F1
84.2%
Prec
83.1%
Rec
85.4%
mathematics
Overall Performance
Forward Testing
F1
87.2%
Prec
86.0%
Rec
88.5%
Backward Testing
F1
86.0%
Prec
84.8%
Rec
87.3%
Top Performing Strategies
🎯 Perfect Precision Achievements
100% Precision - Zero False Predictions
Physics
Mid-Tier Focus
Chemistry
Exploratory
Mathematics
Mid-Tier Focus
Best Overall Strategy
Mid-Tier Focus (20% top-50, 80% mid-tier)
Avg F1 Score
91.0%
Consistency
Excellent
Tested Across
3 Subjects
🎯 Highest F1 Score Achieved
91.9%
Mid-Tier Focus (20% top-50, 80% mid-tier) - Mathematics
Mid-Tier Focus (20% top-50, 80% mid-tier)
91.9%
Mid-Tier Focus (20% top-50, 80% mid-tier)
91.0%
Mid-Tier Focus (20% top-50, 80% mid-tier)
90.1%
Random (Uniform distribution - Control)
89.9%
Random (Uniform distribution - Control)
89.0%
Exploratory (30% top-50, 70% broader)
88.4%
Showing top 6 performing strategies across 3 subjects with Forward Testing