PolicyEngine

Grok 4.5

xAI · elicited July 2026 late · average interval-width rank #17.5 of 29 across the canonical panel · $2.49 total elicitation cost.

grok-4.5

Canonical panel profile

One row per canonical quantity, each on its own scale: this model's pooled center and 90 percent interval, with the 29-model panel median as a gray tick.

Generation harness

From the paper's per-model disclosure (Appendix A16). The prompt and repeated-run design are identical across models; the output mechanism follows each provider's API surface.

Provider path
LiteLLM
Output mechanism
forced function call
Completion budget
8000
Sampling
temperature 1.0
Reasoning
provider default
API identifier
xai/grok-4.5 (alias)

195 successful runs · elicited April and July 2026 · v4 prompts · 15 runs per model-quantity cell. Code · Raw responses · Paper (PDF)

Code and dataElicited April and July 2026 · 29 models · v4 prompts