Ling-3.0-tiny-IQ4_XS:latest
OLLAMA GGUFbailingmoe3 · 7.9B · IQ4_XS
Aug 30, 2026 · Intel Core™ i7-7700HQ
cogito:3b
OLLAMA GGUFllama · 3.6B · Q4_K_M
Mar 6, 2026 · Apple M4
Global Score
87 vs 67
Hardware Fit
100 vs 100
Quality Score
82 vs 53
Hardware
Ling-3.0-tiny-IQ4_… cogito:3b
MachineASUSTeK COMPUTER INC. GL702VMKMacBook Air
CPUIntel Core™ i7-7700HQApple M4
Cores810
RAM16 GB32 GB
GPUNVIDIA GeForce GTX 1060Apple M4
OSMicrosoft Windows 11 Home 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced
Performance
Ling-3.0-tiny-IQ4_… cogito:3b
Tokens/sec24.745.6
First chunk283 ms177 ms
TTFT283 ms177 ms
Load time45.8 s0.8 s
Memory usage4.3 GB7.0 GB
Memory %27%22%
HW Fit Score Breakdown
Ling-3.0-tiny-IQ4_XS:la…
Speed
50/50
TTFT
20/20
Memory
30/30
cogito:3b
Speed
50/50
TTFT
20/20
Memory
30/30
Quality
Ling-3.0-tiny-IQ4_XS:la…
Reasoning
17/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
9/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
cogito:3b
Reasoning
6/20
Coding
8/20
Instruction
13/20
Structured
15/15
Math
2/15
Multilingual
9/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest