Back to leaderboard

qwen2.5:0.5b

qwen2 · 494.03M · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
57 vs 39
Hardware Fit
100 vs 100
Quality Score
39 vs 13

Hardware

qwen2.5:0.5b starcoder2:3b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen2.5:0.5b starcoder2:3b
Tokens/sec165.049.4
TTFT81 ms155 ms
Load time0.5 s0.4 s
Memory usage1.7 GB3.0 GB
Memory %5%9%

HW Fit Score Breakdown

qwen2.5:0.5b

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

starcoder2:3b

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

Quality

qwen2.5:0.5b

Reasoning
6/20
Coding
6/20
Instruction
7/20
Structured
11/15
Math
5/15
Multilingual
4/10
Reasoning: Weak Coding: Weak Instruction Following: Weak Structured Output: Adequate Math: Weak Multilingual: Weak

starcoder2:3b

Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running