BenchLeader

Gemma 4 12B

Best configuration ranks #258 of 610 on the BenchLeader Index at 52.1 ±8.0. Released 3 Jun 2026.

Blended price
$0.150/M
$0.100 in · $0.300 out
Output speed
107 tok/s
First answer
21 s
Context
256k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index52
  2. Agents & tools49
  3. Knowledge39
  4. Instruction following71
  5. Multimodal54
  6. Long context58
  7. Composite47

Reasoning-effort configurations

The same model behaves differently depending on how much it is allowed to think. Each row is one setting, scored only on the benchmarks that were run at that setting. “Default” means the publisher did not say which setting was used.

EffortIndexRankSpeedFirst answerChat reply costCategories
no reasoning45.4#390104 tok/s2.43 s$0.0001Agents & tools 43 · Composite 41 · Instruction following 47 · Knowledge 39 · Long context 43 · Multimodal 46
defaultbest52.1#258107 tok/s21 s$0.0001Agents & tools 49 · Composite 47 · Instruction following 71 · Knowledge 39 · Long context 58 · Multimodal 54

Benchmark results

One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarkno reasoningdefaultSource
GPQA Diamond (AA)not in index66.1%#32075.3%#240Artificial Analysis
Humanity's Last Exam (AA)not in index6.3%#32215.7%#192Artificial Analysis

Agents & tools

Benchmarkno reasoningdefaultSource
Terminal-Bench Hard11.4%#20718.2%#166Artificial Analysis
τ²-Bench Telecom (AA)not in index31.9%#24336.3%#227Artificial Analysis

Knowledge

Benchmarkno reasoningdefaultSource
AA-Omniscience-52.8#340-52.7#339Artificial Analysis

Instruction following

Benchmarkno reasoningdefaultSource
IFBench45.2%#20373.5%#39Artificial Analysis

Multimodal

Benchmarkno reasoningdefaultSource
MMMU-Pro62.0%#16869.7%#120Artificial Analysis

Long context

Benchmarkno reasoningdefaultSource
AA-LCR35.0%#30363.7%#202Artificial Analysis

Composite

Benchmarkno reasoningdefaultSource
AA Intelligence Index9.4#33114.2#233Artificial Analysis

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.000123.9 s
Summarise a 30-page report12,000 / 600$0.001426.7 s
Code edit6,000 / 1,500$0.001135.1 s
Agentic coding session60,000 / 4,000$0.007258.5 s
Structured extraction2,000 / 200$0.000322.9 s

See also

Data as of 9 Sept 2026. Compare these configurations.