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qwen2.5:7b

qwen2 · 7.6B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score
84 vs 63
Hardware Fit
95 vs 97
Quality Score
79 vs 49

Hardware

qwen2.5:7b starling-lm:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen2.5:7b starling-lm:7b
Tokens/sec22.223.7
TTFT285 ms234 ms
Load time0.8 s0.4 s
Memory usage7.6 GB5.3 GB
Memory %24%17%

HW Fit Score Breakdown

qwen2.5:7b

Speed
35/40
TTFT
30/30
Memory
30/30

starling-lm:7b

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

Quality

qwen2.5:7b

Reasoning
14/20
Coding
18/20
Instruction
16/20
Structured
14/15
Math
8/15
Multilingual
9/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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