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qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score
42 vs 68
Hardware Fit
60 vs 97
Quality Score
30 vs 49

Hardware

qwen3:8b starling-lm:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modeunknownbalanced

Performance

qwen3:8b starling-lm:7b
Tokens/sec18.223.7
TTFT12.4 s234 ms
Load time2.7 s0.4 s
Memory usage9.5 GB5.3 GB
Memory %30%17%

HW Fit Score Breakdown

qwen3:8b

Speed
27/40
TTFT
3/30
Memory
30/30

starling-lm:7b

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

Quality

qwen3:8b

Reasoning
9/20
Coding
0/20
Instruction
5/20
Structured
4/15
Math
3/15
Multilingual
9/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running