model_configuration

xai-org/grok-4-1-fast-non-reasoning vectara-hhem:xai-org/grok-4-1-fast-non-reasoning

config_22d09584a766ee36d64df2fa09b64e086af8a66b75eba1814261ab743291f683

Published ranking

This score and claim apply only inside the bound ranking group.

82%

capability score

Rank

96

Evidence families

1

Claim

Outside top set

Uncertainty was not reported

Configuration passport

Canonical name
xai-org/grok-4-1-fast-non-reasoning
Revision
vectara-hhem:xai-org/grok-4-1-fast-non-reasoning
Interaction policy
direct_prompt
Passport class
model-configuration-v1

Source evidence

Publication snapshotexplorer_f057a1b59ed8f6b930ca76af3e80e8c62653e2f39a1d7566c09e5d598e386a57

Methodology2026-10-04.1.macroscopebench-code-review-wave