starcoder2:3b

starcoder2 · 3B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

neural-chat:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score

48 vs 71

Hardware Fit

100 vs 96

Quality Score

13 vs 55

Hardware

starcoder2:3b neural-chat:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:3b neural-chat:7b

Tokens/sec49.422.5

TTFT155 ms242 ms

Load time0.4 s0.4 s

Memory usage3.0 GB4.5 GB

Memory %9%14%

HW Fit Score Breakdown

starcoder2:3b

Speed

40/40

TTFT

30/30

Memory

30/30

neural-chat:7b

Speed

36/40

TTFT

30/30

Memory

30/30

Quality

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

neural-chat:7b

Reasoning

7/20

Coding

9/20

Instruction

12/20

Structured

12/15

Math

7/15

Multilingual

8/10

Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

View starcoder2:3b details | View neural-chat:7b details

Run yours and compare

npx metrillm@latest bench

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