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starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

gemma3:1b

gemma3 · 999.89M · Q4_K_M

Good

Feb 28, 2026 · Apple M4

Global Score
68 vs 72
Hardware Fit
97 vs 98
Quality Score
49 vs 55

Hardware

starling-lm:7b gemma3:1b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedunknown

Performance

starling-lm:7b gemma3:1b
Tokens/sec23.739.4
TTFT234 ms362 ms
Load time0.4 s0.3 s
Memory usage5.3 GB1.3 GB
Memory %17%4%

HW Fit Score Breakdown

starling-lm:7b

Speed
37/40
TTFT
30/30
Memory
30/30

gemma3:1b

Speed
40/40
TTFT
30/30
Memory
28/30

Quality

starling-lm:7b

Reasoning
11/20
Coding
13/20
Instruction
6/20
Structured
3/15
Math
8/15
Multilingual
8/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Poor Math: Adequate Multilingual: Strong

gemma3:1b

Reasoning
6/20
Coding
13/20
Instruction
15/20
Structured
12/15
Math
1/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running