Gemma 3 270M (Unsloth)
With 270 million parameters, Gemma 3 270M is the smallest Gemma 3 model and a text-only model for local latency baselines and embedded setups. The Unsloth GGUF variant runs fully offline under the Gemma terms of use, but is not suitable as a general-purpose quality anchor.
- Restricted Weights
- Nano
- llama.cpp
- Text
- Instruction-Tuned
- Restricted-Weights
- Real-Time
Sovereign Risk: LOW TODO
Key metrics
Score · Latency · Cost · Quality
- Total Score Standard
- 23.59
- Routine
- 15.27
- Reasoning
- 8.31
- LLM Judge Avg
- 0.86 / 5
- 100 Coverage
- Avg Task Duration
- 4.18s
- Real-Time
- Token Rate
- 211.2tok/s
- Output Rate
- P95 Latency
- 5.65s
- Top 5 %
- Total Tokens
- 75400
- Output Volume
- Cost per 1K
- $0
- USD / 1K Requests
- Benchmark Cost
- $0
- Total · 75400 tok
Benchmark modules
10 modules · weighted · vs. model median & top performer
Gemma 3 270M (Unsloth)
Best model
Ø All models
Code Quality
15.2
CLI Benchmark
51.12
Logical Reasoning
17.45
UX Writing
19.85
Documentation
10.04
Content Transform.
33.8
Cultural Intelligence
31.4
Synthesis Quality
Tool Execution
ToolUse Score
Benchmark Cost
$0
Token efficiency & latency
Consumption per module vs. model median
Token consumption per module
Performance profile
Key metrics – legend
Score
- Total Score
- Overall score derived from Routine and Reasoning scores. Basis for the fleet rank and tier assignment (Gold / Silver / Bronze / Standard).
- Routine
- Score for standard tasks: code generation, text transformation, structured outputs. Weighted by task complexity.
- Reasoning
- Score for analytical and logical tasks: multi-step problem solving, mathematical reasoning, structured argumentation.
- Rank
- Position in the fleet comparison, sorted by Total Score. Refers to the snapshot at the time of testing.
LLM Judge
- LLM Judge Ø
- Average quality rating by an independent judge model on a scale of 1–5.
- Coverage
- Share of tasks for which a judge rating is available. 100% means all responses were evaluated.
Latency & speed
- Avg. Task Duration
- Average time per task from the first to the last token of the response, measured across all benchmark tasks.
- Token Rate
- Output speed in tokens per second. Relevant for interactive applications and real-time streaming.
- P95 Latency
- 95th percentile of response times — shows outliers. Lower values mean fewer long wait times in edge cases.
Cost
- Cost per 1K
- API price per 1,000 output tokens in US dollars. Basis for cost calculation in production use.
- Benchmark Cost
- Total cost for the complete benchmark run of this model.