Dataset: espionage
Round ID: 554 Prompt used: You are given a single row of data with two fields: • SecretHandshakeQuality (numeric) • AccentThickness (numeric) Your task is to predict if this agent is DoubleAgent or Loyal based on the following rules: 1) If SecretHandshakeQuality > 80: Predict DoubleAgent. 2) Else if SecretHandshakeQuality < 58: a) If SecretHandshakeQuality ≥ 55 and AccentThickness < 20, predict DoubleAgent. b) Otherwise, predict Loyal. 3) Else if 58 ≤ SecretHandshakeQuality < 60: a) If AccentThickness < 24, predict DoubleAgent. b) Otherwise, predict Loyal. 4) Else if 60 ≤ SecretHandshakeQuality < 70: a) If SecretHandshakeQuality ≥ 65 and AccentThickness < 31, predict DoubleAgent. b) Else if AccentThickness < 26, predict DoubleAgent. c) Otherwise, predict Loyal. 5) Else (meaning 70 ≤ SecretHandshakeQuality ≤ 80): a) If SecretHandshakeQuality ≥ 75 and AccentThickness < 45, predict DoubleAgent. b) Else if SecretHandshakeQuality ≥ 72 and AccentThickness < 40, predict DoubleAgent. c) Else if AccentThickness < 35, predict DoubleAgent. d) Otherwise, predict Loyal. Make sure to apply these rules exactly as stated, without any additional interpretation. Only output "DoubleAgent" or "Loyal" as your answer. Confusion Matrix: Predicted DoubleAgent Predicted Loyal Actual DoubleAgent 10 1 Actual Loyal 1 8 Accuracy: 0.900 Precision: 0.909 Recall: 0.909 F1 Score: 0.909 Examples for Correctly predicted DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: DoubleAgent) Entity Data: SecretHandshakeQuality: 84.02795 AccentThickness: 23.454235 Examples for Falsely predicted Loyal when it should have been DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: Loyal) Entity Data: SecretHandshakeQuality: 69.86503 AccentThickness: 30.364574 Examples for Falsely predicted DoubleAgent when it should have been Loyal: (Correct answer: Loyal, What the previous set of rules predicted: DoubleAgent) Entity Data: SecretHandshakeQuality: 72.419624 AccentThickness: 37.632015 Examples for Correctly predicted Loyal: (Correct answer: Loyal, What the previous set of rules predicted: Loyal) Entity Data: SecretHandshakeQuality: 69.22898 AccentThickness: 41.60915
Round ID: 492 Prompt used: You are tasked with identifying whether an entity is a "DoubleAgent" or "Loyal" based on two characteristics: SecretHandshakeQuality and AccentThickness. Apply these rules in order: 1. If SecretHandshakeQuality is less than 62 AND AccentThickness is less than 20, classify as "DoubleAgent" 2. If AccentThickness is greater than 35 AND SecretHandshakeQuality is less than 70, classify as "Loyal" 3. If SecretHandshakeQuality is greater than 70 AND AccentThickness is less than 32, classify as "DoubleAgent" 4. If SecretHandshakeQuality is between 62 and 70 (inclusive) AND AccentThickness is between 32 and 35 (inclusive), classify as "Loyal" 5. If SecretHandshakeQuality is less than 62 AND AccentThickness is greater than or equal to 20, classify as "Loyal" 6. Otherwise, classify as "DoubleAgent" Output only the classification: either "DoubleAgent" or "Loyal". Confusion Matrix: Predicted DoubleAgent Predicted Loyal Actual DoubleAgent 10 1 Actual Loyal 3 6 Accuracy: 0.800 Precision: 0.769 Recall: 0.909 F1 Score: 0.833 Examples for Correctly predicted DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: DoubleAgent) Entity Data: SecretHandshakeQuality: 84.02795 AccentThickness: 23.454235 Examples for Falsely predicted Loyal when it should have been DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: Loyal) Entity Data: SecretHandshakeQuality: 67.65863 AccentThickness: 22.4974 Examples for Falsely predicted DoubleAgent when it should have been Loyal: (Correct answer: Loyal, What the previous set of rules predicted: DoubleAgent) Entity Data: SecretHandshakeQuality: 72.419624 AccentThickness: 37.632015 Examples for Correctly predicted Loyal: (Correct answer: Loyal, What the previous set of rules predicted: Loyal) Entity Data: SecretHandshakeQuality: 50.812286 AccentThickness: 28.25855
Round ID: 508 Prompt used: You are analyzing entities to determine if they are DoubleAgent or Loyal based on two measurements: SecretHandshakeQuality and AccentThickness. Apply these rules in order: 1. EXTREME ACCENT OVERRIDES (more restrictive): - If AccentThickness < 22: Predict DoubleAgent (regardless of SecretHandshakeQuality) - If AccentThickness > 48: Predict Loyal (regardless of SecretHandshakeQuality) 2. PRIMARY RULE - SecretHandshakeQuality Dominance: - If SecretHandshakeQuality > 80: Predict DoubleAgent (unless AccentThickness > 48) - If SecretHandshakeQuality < 55: Predict Loyal (unless AccentThickness < 22) 3. SECONDARY RULE - For SecretHandshakeQuality between 55-80 (inclusive): - If AccentThickness < 28: Predict DoubleAgent - If AccentThickness > 42: Predict Loyal - If AccentThickness between 28-42 (inclusive): Use combined score 4. COMBINED SCORE RULE - For AccentThickness 28-42 and SecretHandshakeQuality 55-80: - Calculate: (SecretHandshakeQuality - 55) - (AccentThickness - 28) - If result > 8: Predict DoubleAgent - If result ≤ 8: Predict Loyal Output only "DoubleAgent" or "Loyal" as your prediction. Confusion Matrix: Predicted DoubleAgent Predicted Loyal Actual DoubleAgent 11 0 Actual Loyal 0 9 Accuracy: 1.000 Precision: 1.000 Recall: 1.000 F1 Score: 1.000 Examples for Correctly predicted DoubleAgent: (Correct answer: DoubleAgent, What the previous set of rules predicted: DoubleAgent) Entity Data: SecretHandshakeQuality: 73.85317 AccentThickness: 26.246595 Examples for Correctly predicted Loyal: (Correct answer: Loyal, What the previous set of rules predicted: Loyal) Entity Data: SecretHandshakeQuality: 72.419624 AccentThickness: 37.632015
Predicted + | Predicted - | |
---|---|---|
Actual + | 11 | 0 |
Actual - | 1 | 8 |
Accuracy 0.950, Precision 0.917, Recall 1.000, F1 0.957