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gemma-4-31b

Public AI IQ model profile with source-backed benchmark results and derived ranking context.

IQ
101
EQ
110
Effective Cost
$0.2987
IQ Rank
#66

IQ Dimensions

DimensionIQCoverage
Abstract Reasoning760/3
Mathematical Reasoning970/5
Academic Reasoning1225/6
Programmatic Reasoning1002/6
Computer Use1050/6
Reliability1026/7

Benchmark Results

BenchmarkScoreDimension
AA Long Chain Reasoning62Reliability
AA Omniscience-45Reliability
BullshitBench v225Reliability
CritPt1Academic Reasoning
FACTS Grounding80.7Reliability
GPQA Diamond86Academic Reasoning
Humanity's Last Exam23Academic Reasoning
IFBench76Reliability
MMMU-Pro73Academic Reasoning
SciCode43Academic Reasoning
SimpleQA Verified9.6Reliability
SWE-rebench16.5Programmatic Reasoning