Back to leaderboard

swift-1.5-iq2_xs

LM-STUDIO UNKNOWN
Excellent

Nov 14, 2026 · AMD Ryzen 5 5600X 6-Core Processor

gemma-4-e2b-it-qat

LM-STUDIO GGUF

gemma4 · Q4_K_XL

Excellent

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
96 vs 81
Hardware Fit
94 vs 90
Quality Score
97 vs 77

Hardware

swift-1.5-iq2_xs gemma-4-e2b-it-qat
MachineGigabyte Technology Co., Ltd. B550M AORUS PRODocker Container
CPUAMD Ryzen 5 5600X 6-Core ProcessorIntel Gen Intel® Core™ i9-11900H
Cores1216
RAM47 GB15 GB
GPUAD106 [GeForce RTX 4060 Ti]TigerLake-H GT1 [UHD Graphics]
OSArch LinuxUbuntu 26.04 LTS
Archx64x64
Power Modelow-powerperformance

Performance

swift-1.5-iq2_xs gemma-4-e2b-it-qat
Tokens/sec60.022.2
First chunk2 ms67 ms
TTFT2.6 s1.1 s
Load timeN/A5.4 s
Memory usage0.9 GB0.0 GB
Memory %2%0%

HW Fit Score Breakdown

swift-1.5-iq2_xs

Speed
50/50
TTFT
14/20
Memory
30/30

gemma-4-e2b-it-qat

Speed
40/50
TTFT
20/20
Memory
30/30

Quality

swift-1.5-iq2_xs

Reasoning
20/20
Coding
19/20
Instruction
19/20
Structured
15/15
Math
15/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

gemma-4-e2b-it-qat

Reasoning
10/20
Coding
17/20
Instruction
17/20
Structured
15/15
Math
8/15
Multilingual
10/10
Reasoning: Adequate 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