Back to leaderboard

qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 2, 2026 · Apple M4

deepseek-v2:16b

deepseek2 · 15.7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score
47 vs 69
Hardware Fit
67 vs 100
Quality Score
38 vs 55

Hardware

qwen3:8b deepseek-v2:16b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen3:8b deepseek-v2:16b
Tokens/sec18.756.6
TTFT12.1 s239 ms
Load time1.2 s1.2 s
Memory usage9.5 GB17.7 GB
Memory %30%55%

HW Fit Score Breakdown

qwen3:8b

Speed
31/40
TTFT
6/30
Memory
30/30

deepseek-v2:16b

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

Quality

qwen3:8b

Reasoning
5/20
Coding
5/20
Instruction
4/20
Structured
12/15
Math
2/15
Multilingual
10/10
Reasoning: Weak Coding: Weak Instruction Following: Poor Structured Output: Strong Math: Poor Multilingual: Strong

deepseek-v2:16b

Reasoning
7/20
Coding
9/20
Instruction
13/20
Structured
10/15
Math
8/15
Multilingual
8/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Adequate Math: Adequate Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running