Gemma 3 27B gemma-3-27b-it
google · gemma
#106 overall #9 coding
- params
- 27B
- arch
- dense
- context
- 128k
- license
- gemma open weights gated
- released
- Mar 2025
- downloads/30d
- 341.8k
# 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: #106 — score 4.8 ● high — all signals present
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 2.0 |
| bench_composite | 0.30 | 11.3 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| aa-coding-v1 | 20.5 |
| aa-math-v1 | 0.0 |
| aider-polyglot-v1 | 13.5 |
Coding: #9 — score 5.1 ● medium — one signal missing, weights renormalized
| signal | weight | input (0–100) |
|---|---|---|
| aa_coding | 0.30 | 10.3 |
| aider_polyglot | 0.30 | 0.0 |
| 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 | 10.1 | Artificial Analysis | — |
| AA Intelligence Index | 4.9 | Artificial Analysis | — |
| AA Math Index | 20.7 | Artificial Analysis | — |
| Aider Polyglot | 4.9 | Aider | Mar 2025 |
| 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 | — | — | ||
| DeepInfra | fp8 | 128k | $0.08 | $0.16 | — | deepinfra | — | 100.0% | ✓ |
| Amazon Bedrock | — | $0.12 | $0.19 | — | bedrock | — | — | ✓ | |
| Novita | bf16 | 96k | $0.12 | $0.20 | — | novita | — | 99.4% | ✓ |
| Venice | fp8 | 198k | $0.12 | $0.20 | — | venice | — | — | ✓ |
| NextBit | fp8 | 128k | $0.08 | $0.35 | $0.04 | via openrouter | — | 99.9% | |
| Nebius | fp8 | 110k | $0.10 | $0.30 | — | openrouter | — | 99.5% | ✓ |
| Parasail | fp8 | 128k | $0.08 | $0.45 | $0.04 | via openrouter | — | 99.9% |
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-3-27b- arena
Gemma-3-27B-it- bedrock
Gemma 3 27B- openrouter
google/gemma-3-27b-it