Back to leaderboard

qwen3-235b-a22b-t48-c8k:latest

OLLAMA GGUF

qwen3moe · 235.1B · Q4_K_M

Not Rec.

Aug 23, 2026 · Intel Xeon® E5-4650 v2

maternion/ling-3.0-tiny:8b

OLLAMA GGUF

bailingmoe3 · 7.9B · Q4_K_M

Excellent

Aug 25, 2026 · Apple M1 Pro

Global Score
61 vs 88
Hardware Fit
31 vs 98
Quality Score
74 vs 83

Hardware

qwen3-235b-a22b-t4… maternion/ling-3.0…
MachineDell Inc. PowerEdge R820MacBook Pro
CPUIntel Xeon® E5-4650 v2Apple M1 Pro
Cores8010
RAM256 GB16 GB
GPUMicrosoft Remote Display Adapter, Microsoft Basic Display AdapterApple M1 Pro
OSMicrosoft Windows Server 2022 Datacenter 10.0.20348macOS 26.6.2
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3-235b-a22b-t4… maternion/ling-3.0…
Tokens/sec1.773.0
First chunk3351 ms175 ms
TTFT3.4 s175 ms
Load time0.0 s3.2 s
Memory usage134.2 GB5.9 GB
Memory %52%37%

HW Fit Score Breakdown

qwen3-235b-a22b-t48-c8k…

Speed
1/50
TTFT
6/20
Memory
24/30

maternion/ling-3.0-tiny…

Speed
50/50
TTFT
20/20
Memory
28/30

Quality

qwen3-235b-a22b-t48-c8k…

Reasoning
19/20
Coding
11/20
Instruction
7/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Weak Structured Output: Strong Math: Strong Multilingual: Strong

maternion/ling-3.0-tiny…

Reasoning
16/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest