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Gemma 4 12B (Non-reasoning)

Gemma · Released 2026-06-10

Google's compact Gemma 4 non-reasoning variant, evaluated by Artificial Analysis on 10 Jun. The tool is intentionally light until benchmark rows are imported into the local ledger.

Cheap local baseline for tagging, extraction, and latency-sensitive prompts where explicit reasoning traces are unnecessary.

#159 of 168 on AA Index · current snapshot
13 AA Index · 9 benchmark rows · 1 sourcesPosition is benchmark-specific — not a cross-family or cross-source ranking.
Composite29
Context128K
Input / 1M—
Output / 1M—
Knowledge cutoffopen
Output speed130 t/s
TTFT (default API)1.33s
Statuslightweight

Family profile

Best published score in each covered benchmark family.

35/100 avg
Reasoning
66
Coding
30
Agentic
11
Long context
31

4 tested benchmark families

Benchmark placements

Where Gemma 4 12B (Non-reasoning) places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.

BenchmarkFamilyRankScoreSourceDate
AA output speedPerformance#25/ 187Artificial Analysis2026-09-01
AA time to first tokenPerformance#53/ 186Artificial Analysis2026-09-01
IFBenchReasoning#109/ 12745Artificial Analysis2026-09-01
SciCodeCoding#164/ 18030Artificial Analysis2026-09-01
AA-LCRLong context#167/ 17931Artificial Analysis2026-09-01
Humanity's Last ExamReasoning#170/ 1806Artificial Analysis2026-09-01
GPQA DiamondReasoning#171/ 18566Artificial Analysis2026-09-01
Terminal-BenchAgentic#176/ 18411Artificial Analysis2026-09-01
Artificial Analysis Intelligence IndexReasoning#178/ 18713Artificial Analysis2026-09-01
Family context

The three highest-scoring models with pages in each capability family. Where Gemma 4 12B (Non-reasoning) shows up, it's highlighted.

ReasoningGemma 4 12B (Non-reasoning) · 66
  1. 1
    Claude Mythos Preview
    95
  2. 2
    Gemini 3.7 Flash
    95
  3. 3
    Grok 4.6
    95
CodingGemma 4 12B (Non-reasoning) · 30
  1. 1
    GPT 5.5
    96
  2. 2
    Claude Opus 4.8
    96
  3. 3
    Claude Opus 4.6
    96
AgenticGemma 4 12B (Non-reasoning) · 11
  1. 1
    GPT 5.5
    100
  2. 2
    Claude Opus 4.8
    100
  3. 3
    Claude Fable 5
    100
Long contextGemma 4 12B (Non-reasoning) · 31
  1. 1
    Muse Spark 1.2
    83
  2. 2
    Kimi K3
    83
  3. 3
    Gemini 3.5 Flash
    81
Newest receipts

Benchmark rows added to the public ledger for Gemma 4 12B (Non-reasoning) in the last 120 days. Older rows live in the full table below.

9 recent
BenchmarkFamilyScoreSourceDays ago
AA-LCRLong context31.33%Artificial Analysis5
AA output speedPerformance130 t/sArtificial Analysis5
AA time to first tokenPerformance1.33sArtificial Analysis5
Artificial Analysis Intelligence IndexReasoning13.2%Artificial Analysis5
GPQA DiamondReasoning66.1%Artificial Analysis5
Humanity's Last ExamReasoning6.3%Artificial Analysis5
IFBenchReasoning45.17%Artificial Analysis5
SciCodeCoding29.7%Artificial Analysis5
Terminal-BenchAgentic11.36%Artificial Analysis5
Family coverage

A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.

Reasoning66
Coding30
Agentic11
Long context31
Price vs. performance
0255075100$0.10$0.30$1$3$10$30input USD / 1M tokens · log scale →← intelligence

Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.

AnthropicOpenAIMistralAlibabaDeepSeekGoogleMoonshotMetaMiniMaxxAIZhipuXiaomiOtherMeituanCohereNVIDIA

Full benchmark ledger

Every catalog benchmark for Gemma 4 12B (Non-reasoning). Scores link to the original source; gaps mean no public row exists yet.

9 sourced rows

9 of 37 catalog benchmarks have a sourced row for Gemma 4 12B (Non-reasoning).

Reasoning

Coding

Agentic

Long context

Performance

Sources