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Qwen3.8-27B MLX 5bit (lmstudio-community)
Tested Rank #45 of 53 · 3/8 GAUNTLET progress
Hollow markers & dashed spokes: axis not yet scored
G
74.6
A
100
U
—
N
—
T
n/d
L
—
E
—
T
4.6
Specification
- Parameters
- 27B dense
- Architecture
- qwen3_5
- Size on disk
- 19 GB
- Quantization
- 5bit
- Format
- MLX
- Runtime
- LM Studio
- Class
- Standard
- Reasoning (CoT)
- Yes — emits reasoning tokens
- Internal ID
- M25i
- Mean speed
- 15.8 tok/s across suites
- Model card
- huggingface.co
Suite results
Suite Score Avg / 20 Tests n tok/s Run
General capability (13-task real-workload suite) 1a 194 / 260 19.4 10/13 ● n=1 16.3 run 2026-09-02
| Test | Category | Score | tok/s | |
|---|---|---|---|---|
| A1 | Dev/Ops Scripting | 20/20 | 13.1 | |
| A2 | Dev/Ops Scripting | 19/20 | 13.4 | |
| A3 | Dev/Ops Scripting | 20/20 | 13.2 | |
| A4 | Dev/Ops Scripting | 19/20 | 17.3 | |
| A5 | Dev/Ops Scripting | 20/20 | 19.1 | |
| A6 | Dev/Ops Scripting | 19/20 | 19.7 | |
| B1 | Document Processing | 20/20 | 18.9 | |
| B2 | Document Processing | 20/20 | 17.2 | |
| C2 | Content Production | 18/20 | 14.8 | |
| C4 | Content Production | 19/20 | 15.9 |
Category mean Dev/Ops Scripting 19.5Document Processing 20Content Production 18.5
Agentic tool-calling & protocol adherence 1b 160 / 160 20 8/8 n=1 15.3 run 2026-09-02
| Test | Category | Score | tok/s | |
|---|---|---|---|---|
| WA1 | Tool Calling & Protocol Adherence | 20/20 | 14.9 | |
| WA2 | Tool Calling & Protocol Adherence | 20/20 | 16.8 | |
| WA3 | Tool Calling & Protocol Adherence | 20/20 | 16.5 | |
| WA4 | Tool Calling & Protocol Adherence | 20/20 | 19.8 | |
| WA5 | Tool Calling & Protocol Adherence | 20/20 | 14.5 | |
| WB1 | Agent Robustness & State Management | 20/20 | 12.8 | |
| WB2 | Agent Robustness & State Management | 20/20 | 13.8 | |
| WB3 | Agent Robustness & State Management | 20/20 | 13.5 |
Category mean Tool Calling & Protocol Adherence 20Agent Robustness & State Management 20
Each test is LLM-judged 0–20 against a fixed rubric; suite max = tests × 20. An ADJ chip marks a cell carrying a subjective adjustment from the maintainer; the judged score is the one shown, is unchanged, and remains what the axes, ranks and tie bands are computed from. Hover for the reason. Rows with a ▶ expand to the per-test breakdown. Where fewer tests ran than the suite total, unrun tests count as zero toward the axis score. See methodology.