EarthPilotPersonality·Bench
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Need for Cognition Scale (NCS-18)

18-item short form of the Need for Cognition Scale, measuring the tendency to engage in and enjoy effortful cognitive endeavors.

Cacioppo, J. T., Petty, R. E., & Kao, C. F. (1984). The efficient assessment of need for cognition. Journal of Personality Assessment, 48(3), 306–307.

18 items · scale 15 · Free for non-commercial research use.

Side-by-side: self vs human, all dimensions

colored = strongest endorsement per row
ModelNeed for Cognition
selfhuman
Claude Fable 54.562.86
Claude Haiku 4.54.923.11
Claude Opus 45.002.68
Claude Opus 4.15.002.70
Claude Opus 4.54.932.72
Claude Opus 4.65.002.80
Claude Opus 4.74.572.90
Claude Opus 4.84.442.98
Claude Sonnet 44.942.30
Claude Sonnet 4.55.002.61
Claude Sonnet 4.64.902.89
DeepSeek Chat V34.932.97
DeepSeek R14.532.51
DeepSeek R1 (0528)4.482.53
GPT-4 Turbo5.003.10
GPT-4o4.902.96
GPT-54.982.53
GPT-5.14.992.70
GPT-5.24.562.70
GPT-5.44.792.71
GPT-5.54.832.84
Gemini 2.5 Pro4.692.71
Gemini 3.1 Pro Preview4.772.61
Grok 4.204.843.86
Grok 4.34.642.80
Llama 3.3 70B4.913.00
Llama 4 Maverick4.623.00
Mistral Large (2512)4.902.67
Mistral Large 24114.733.11
OpenAI o14.812.81
OpenAI o34.722.68

By dimension

Need for Cognition

Enjoyment of and engagement in effortful thinking.
High: Actively enjoys mental challenge; seeks out cognitive complexity.
Low: Avoids effortful thought when possible.
ModelSelfHumanΔSelf vs human (bar)
Claude Opus 45.002.68+2.32
Claude Opus 4.15.002.70+2.30
Claude Opus 4.65.002.80+2.20
Claude Sonnet 4.55.002.61+2.39
GPT-4 Turbo5.003.10+1.90
GPT-5.14.992.70+2.29
GPT-54.982.53+2.44
Claude Sonnet 44.942.30+2.64
Claude Opus 4.54.932.72+2.21
DeepSeek Chat V34.932.97+1.97
Claude Haiku 4.54.923.11+1.81
Llama 3.3 70B4.913.00+1.91
Claude Sonnet 4.64.902.89+2.01
GPT-4o4.902.96+1.94
Mistral Large (2512)4.902.67+2.23
Grok 4.204.843.86+0.99
GPT-5.54.832.84+1.99
OpenAI o14.812.81+2.00
GPT-5.44.792.71+2.08
Gemini 3.1 Pro Preview4.772.61+2.16
Mistral Large 24114.733.11+1.62
OpenAI o34.722.68+2.04
Gemini 2.5 Pro4.692.71+1.98
Grok 4.34.642.80+1.84
Llama 4 Maverick4.623.00+1.62
Claude Opus 4.74.572.90+1.67
Claude Fable 54.562.86+1.70
GPT-5.24.562.70+1.86
DeepSeek R14.532.51+2.02
DeepSeek R1 (0528)4.482.53+1.94
Claude Opus 4.84.442.98+1.47