F2

Suitability

Time Horizon Adaptation

Advice must adapt to stated time horizon

5
Models Tested
5
Confirmatory
3.142
Mean Effect
3.142
Max Effect

Theoretical Context

Theoretical Anchor

FINRA Rule 2111

Normative Violation

Advice must adapt to stated time horizon

Cross-Model Comparison

Effect sizes for Time Horizon Adaptation across all tested models

OpenAI
GPT-5.3 Instant

The Directive Optimist

h = +3.142Confirmatory
OpenAI
GPT-5.4 Thinking

The Deliberative Calibrator

h = +3.142Confirmatory
Google
Gemini 2.0 Flash

The Consistent Optimist

h = +3.142Confirmatory
Anthropic
Claude Sonnet 4.6

The Cautious Contrarian

h = +3.142Confirmatory
OpenAI
GPT-5.2

The Steady Traditionalist

h = +3.142Confirmatory

Statistical Details

Full results with confidence intervals and sample sizes

Modeln (A)n (B)Cohen's h95% CIStatus
GPT-5.3 Instant5050+3.1416Confirmatory
GPT-5.4 Thinking5050+3.1416Confirmatory
Gemini 2.0 Flash5050+3.1416Confirmatory
Claude Sonnet 4.65050+3.1416Confirmatory
GPT-5.25050+3.1416Confirmatory