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starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
68 vs 77
Hardware Fit
97 vs 93
Quality Score
49 vs 67

Hardware

starling-lm:7b llama3.1:8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starling-lm:7b llama3.1:8b
Tokens/sec23.720.3
TTFT234 ms315 ms
Load time0.4 s1.1 s
Memory usage5.3 GB10.4 GB
Memory %17%33%

HW Fit Score Breakdown

starling-lm:7b

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

llama3.1:8b

Speed
33/40
TTFT
30/30
Memory
30/30

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

llama3.1:8b

Reasoning
12/20
Coding
15/20
Instruction
13/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View starling-lm:7b details | View llama3.1:8b details

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npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running