← Leaderboard

Qwen3.8-27B MLX 6bit (lmstudio-community)

Tested Rank #20 of 35 · 3/8 GAUNTLET progress
Generalist — 51.9 / 100 G Agentic — 75 / 100 A Understanding — pending U Needle — pending N Thinking — pending T Live — pending L Engineering — pending E Throughput — 6.7 / 100 T

Hollow markers & dashed spokes: axis not yet scored

G
51.9
A
75
U
N
T
n/d
L
E
T
6.7

Specification

Parameters
27B dense
Architecture
qwen3_5
Size on disk
21 GB
Quantization
6bit
Format
MLX
Reasoning (CoT)
Yes — emits reasoning tokens
Internal ID
M25f
Mean speed
15.9 tok/s across suites
Model card
huggingface.co

Suite results

Suite Score Avg / 20 Tests tok/s
General capability (13-task real-workload suite) 1a 134.9 / 260 10.4 13/13 14.1
Agentic tool-calling & protocol adherence 1b 120 / 160 15 8/8 17.8

Each test is LLM-judged 0–20 against a fixed rubric; suite max = tests × 20. Where fewer tests ran than the suite total, unrun tests count as zero toward the axis score. See methodology.