Ling-3.0-tiny-IQ4_XS:latest

bailingmoe3 · 7.9B · IQ4_XS

ASUSTeK COMPUTER INC. GL702VMK (Intel Core™ i7-7700HQ)

16 GB · Microsoft Windows 11 Home 10.0.26200

Tested on August 30, 2026

Top 18% Compare

Global Score

87 /100

Excellent

Hardware Fit

100/100

Quality

82/100

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Ollama

ollama pull Ling-3.0-tiny-IQ4_XS:latest

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ollama.com/library/Ling-3.0-tiny-IQ4_XS

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GGUF versions & quantizations

Hardware

Machine: ASUSTeK COMPUTER INC. GL702VMK
CPU: Intel Core™ i7-7700HQ
Cores: 8 total (8 perf)
Frequency: 2.8 GHz
RAM: 16 GB DDR4
GPU: NVIDIA GeForce GTX 1060
OS: Microsoft Windows 11 Home 10.0.26200
Arch: x64
Power Mode: balanced

Performance

Tokens/sec Tokens generated per second — higher is better: 24.7
Standard deviation Variation of speed across benchmark runs — lower means more consistent: ±1.3
First chunk latency Delay before the first streamed chunk arrives from runtime: 283 ms
Time to first token How fast the model starts responding — lower is better: 283 ms
Load time Time to load the model into memory before inference: 45.8 s
Memory usage RAM consumed during inference — percentage of total system memory: 4.3 GB (27%)
Total tokens Total number of tokens generated across all benchmark prompts: 1038

Score breakdown

Speed

50/50

Time to first token

20/20

Memory

30/30

Quality

Reasoning

17/20

Coding

18/20

Instruction following

14/20

Structured output

15/15

Math

9/15

Multilingual

9/10

Category levels

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

Metadata

Spec version: 0.2.1
Runtime: Ollama 0.33.2
Model format: GGUF
Hardware profile: ENTRY
Result hash: bb3f57f67f68fa7cd37476eb55783da490bd29293301602a48af36df4f9004b4

Interpretation

Hardware fit: 100/100. Overall suitability: EXCELLENT (Global 87/100). Category profile: Reasoning: Strong, Coding: Strong, Instruction Following: Adequate, Structured Output: Strong, Math: Adequate, Multilingual: Strong.

Bench Environment

Power: AC CPU load: avg 76% (peak 92%)

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