Gemma 3 12B gemma-3-12b-it
google · gemma efficient
#109 overall
- params
- 12B
- arch
- dense
- context
- 128k
- license
- gemma open weights gated
- released
- Mar 2025
- downloads/30d
- 329.7k
# architecture
signal path of one layer, generated from the registry's structured fields — dimension lines quote the model's real numbers; an MoE trace forks at the router, a dense trace runs straight through. Geometry fields come from the repo's config.json.
# why ranked
Overall: #109 — score 2.0 ● low — a single signal; treat with caution
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 0.0 |
| bench_composite | 0.30 | 6.6 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| aa-coding-v1 | 13.1 |
| aa-math-v1 | 0.0 |
Coding: provisional — score 2.9 ● low — a single signal; treat with caution
provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.
| signal | weight | input (0–100) |
|---|---|---|
| aa_coding | 0.30 | 2.9 |
| aider_polyglot | 0.30 | — |
| swe_bench_verified | 0.40 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
methodology changed during this history window; score movement across that boundary is not model movement. See methodology v6.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Coding Index | 5.8 | Artificial Analysis | — |
| AA Intelligence Index | 3.8 | Artificial Analysis | — |
| AA Math Index | 18.3 | Artificial Analysis | — |
| Ai2d | 0.8 / 1 | LLM Stats | — |
| Big-bench-extra-hard | 0.2 / 1 | LLM Stats | — |
| Big-bench-hard | 0.9 / 1 | LLM Stats | — |
| Bird-sql-(dev) | 0.5 / 1 | LLM Stats | — |
| Chartqa | 0.8 / 1 | LLM Stats | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M cache | price src | tps | uptime | ✓ |
|---|---|---|---|---|---|---|---|---|---|
| Featherless | — | — | — | — | via hfrouter | — | — | ||
| Novita | 128k | $0.05 | $0.10 | — | novita | — | — | ✓ | |
| Amazon Bedrock | — | $0.05 | $0.15 | — | bedrock | — | — | ✓ | |
| DeepInfra | bf16 | 128k | $0.05 | $0.15 | — | deepinfra | — | 100.0% | ✓ |
| DeepInfra | bf16 | 128k | $0.05 | $0.15 | — | deepinfra | — | 98.4% | ✓ |
| DeepInfra | bf16 | 128k | $0.05 | $0.15 | — | deepinfra | — | 98.4% | ✓ |
| NextBit | int4 | 128k | $0.07 | $0.15 | $0.05 | via openrouter | — | 100.0% | |
| Crusoe | 128k | $0.10 | $0.10 | — | via litellm | — | — |
sorted by blended price ((3·input + output) / 4 per 1M) · ✓ = the provider's own catalog confirms the offer · "via …" prices are what the aggregator routing the offer charges, not the provider's own list price
source aliases
- aa
gemma-3-12b- arena
Gemma-3-12B-it- bedrock
Gemma 3 12B- openrouter
google/gemma-3-12b-it