Back to leaderboard

google/gemma-3-4b

gemma3 · 4B · 4bit

Good

Mar 3, 2026 · Apple M4

starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
74 vs 39
Hardware Fit
93 vs 100
Quality Score
66 vs 13

Hardware

google/gemma-3-4b starcoder2:3b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

google/gemma-3-4b starcoder2:3b
Tokens/sec22.249.4
TTFT1.9 s155 ms
Load time0.0 s0.4 s
Memory usage0.0 GB3.0 GB
Memory %0%9%

HW Fit Score Breakdown

google/gemma-3-4b

Speed
35/40
TTFT
28/30
Memory
30/30

starcoder2:3b

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

Quality

google/gemma-3-4b

Reasoning
10/20
Coding
17/20
Instruction
13/20
Structured
12/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

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
View google/gemma-3-4b details | View starcoder2:3b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running