Ling-3.0-tiny-IQ4_XS:latest
OLLAMA GGUFbailingmoe3 · 7.9B · IQ4_XS
Aug 30, 2026 · Intel Core™ i7-7700HQ
devstral-small-2-24b-instruct-2512
LM-STUDIO GGUFmistral3 · 24B · IQ4_XS
Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor
Global Score
87 vs 81
Hardware Fit
100 vs 80
Quality Score
82 vs 81
Hardware
Ling-3.0-tiny-IQ4_… devstral-small-2-2…
MachineASUSTeK COMPUTER INC. GL702VMKSystem manufacturer
CPUIntel Core™ i7-7700HQAMD Ryzen 7 5800X 8-Core Processor
Cores816
RAM16 GB31 GB
GPUNVIDIA GeForce GTX 1060Navi 44 [Radeon RX 9060 XT]
OSMicrosoft Windows 11 Home 10.0.26200Ubuntu 26.04.1 LTS
Archx64x64
Power Modebalancedperformance
Performance
Ling-3.0-tiny-IQ4_… devstral-small-2-2…
Tokens/sec24.721.5
First chunk283 ms12 ms
TTFT283 ms212 ms
Load time45.8 sN/A
Memory usage4.3 GB15.9 GB
Memory %27%51%
HW Fit Score Breakdown
Ling-3.0-tiny-IQ4_XS:la…
Speed
50/50
TTFT
20/20
Memory
30/30
devstral-small-2-24b-in…
Speed
35/50
TTFT
20/20
Memory
25/30
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
devstral-small-2-24b-in…
Reasoning
16/20
Coding
17/20
Instruction
17/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong
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