GPQA DiamondVerified
66.1%
GPQA Diamond (AA run)
Models / Google
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.
Composite30
Context128K
Input / 1M—
Output / 1M—
Knowledge cutoffopen
Output speed114 t/s
Statuslightweight
Family profile
Best published score in each covered benchmark family.
37/100 avg
- Reasoning
- 66
- Agentic
- 11
- Long context
- 35
3 tested benchmark families
Benchmark placements
Per-benchmark positions
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.
| Benchmark | Family | Rank | Score | Source | Date |
|---|---|---|---|---|---|
| AA output speed | Performance | #51/ 195 | Artificial Analysis | 2026-10-12 | |
| Terminal-Bench | Agentic | #157/ 167 | 11 | Artificial Analysis | 2026-09-28 |
| GPQA Diamond | Reasoning | #169/ 184 | 66 | Artificial Analysis | 2026-09-28 |
| AA-LCR | Long context | #171/ 184 | 35 | Artificial Analysis | 2026-09-28 |
| Humanity's Last Exam | Reasoning | #175/ 186 | 6 | Artificial Analysis | 2026-09-28 |
Family context
Strongest rows in each family
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
- 196
- 295
- 395
Math
- 152
- 252
- 350
AgenticGemma 4 12B (Non-reasoning) · 11
- 191
- 289
- 389
Long contextGemma 4 12B (Non-reasoning) · 35
- 189
- 286
- 385
Newest receipts
5 recentLast 120 days
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.
| Benchmark | Family | Score | Source | Days ago |
|---|---|---|---|---|
| AA output speed | Performance | 114 t/s | Artificial Analysis | 10 |
| AA-LCR | Long context | 35% | Artificial Analysis | 24 |
| GPQA Diamond | Reasoning | 66.1% | Artificial Analysis | 24 |
| Humanity's Last Exam | Reasoning | 6.3% | Artificial Analysis | 24 |
| Terminal-Bench | Agentic | 11.36% | Artificial Analysis | 24 |
Family coverage
Best score per family
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.
Price vs. performance
Where Gemma 4 12B (Non-reasoning) sits on the scatter
Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.
AnthropicOpenAIGoogleAlibabaMetaZhipuxAIDeepSeekMiniMaxXiaomiMoonshotOtherMeituanMistralNVIDIACohere
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.
5 of 13 catalog benchmarks have a sourced row for Gemma 4 12B (Non-reasoning).
Reasoning
Humanity's Last ExamVerified
6.3%
HLE (AA run)
Agentic
Terminal-BenchVerified
11.36%
Terminal-Bench Hard (AA run)
Long context
AA-LCRVerified
35%
AA-LCR (AA run)
Performance
AA output speedVerified
114 t/s
Median output tokens/s (1k prompt, default provider)
Sources
Where the numbers come from
- Gemma docs· checked 2026-06-14
- Artificial Analysis models index· checked 2026-06-14
Questions this model page answers
Every answer below is assembled from the dated fields on this page. Nothing is written separately for search.
What is Gemma 4 12B (Non-reasoning)?
Gemma 4 12B (Non-reasoning) is a Google model: 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.
What is Gemma 4 12B (Non-reasoning) for?
Cheap local baseline for tagging, extraction, and latency-sensitive prompts where explicit reasoning traces are unnecessary.
What does Gemma 4 12B (Non-reasoning) cost?
Gemma 4 12B (Non-reasoning) lists — input and — output per 1M tokens. Pricing last checked 2026-06-14.
How large is the Gemma 4 12B (Non-reasoning) context window?
Gemma 4 12B (Non-reasoning) publishes a 128K token context window.
What is the VerdictPal status of Gemma 4 12B (Non-reasoning)?
Gemma 4 12B (Non-reasoning) carries Lightweight status on the model atlas.
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