Qwen3.8-27B UD-Q6_K_XL GGUF (Unsloth Dynamic)
Hollow markers & dashed spokes: axis not yet scored
Specification
- Parameters
- 27B dense
- Architecture
- qwen3_5
- Size on disk
- 24.43 GB
- Quantization
- Q6_K_XL
- Format
- GGUF
- Runtime
- LM Studio
- Class
- Standard
- Reasoning (CoT)
- Yes — emits reasoning tokens
- Internal ID
- M30
- Mean speed
- 20.4 tok/s across suites
- Model card
- huggingface.co
Suite results
General capability (13-task real-workload suite) 1a 231.4 / 260 17.8 13/13 n=1 19.2 run 2026-10-07
| Test | Category | Score | tok/s | |
|---|---|---|---|---|
| A1 | Dev/Ops Scripting | 0/20 | 17.6 | |
| A2 | Dev/Ops Scripting | 20/20 | 18.2 | |
| A3 | Dev/Ops Scripting | 20/20 | 17.8 | |
| A4 | Dev/Ops Scripting | 11/20 | 18.8 | |
| A5 | Dev/Ops Scripting | 20/20 | 18.5 | |
| A6 | Dev/Ops Scripting | 20/20 | 17.8 | |
| B1 | Document Processing | 20/20 | 22 | |
| B2 | Document Processing | 20/20 | 20.5 | |
| B3 | Document Processing | 20/20 | 18.8 | |
| C1 | Content Production | 20/20 | 18.5 | |
| C2 | Content Production | 20/20 | 19.6 | |
| C3 | Content Production | 20/20 | 19.4 | |
| C4 | Content Production | 20/20 | 20.7 |
Category mean Dev/Ops Scripting 15.2Document Processing 20Content Production 20
Agentic tool-calling & protocol adherence 1b 160 / 160 20 8/8 n=1 24.3 run 2026-10-05
| Test | Category | Score | tok/s | |
|---|---|---|---|---|
| WA1 | Tool Calling & Protocol Adherence | 20/20 | 23.8 | |
| WA2 | Tool Calling & Protocol Adherence | 20/20 | 26.2 | |
| WA3 | Tool Calling & Protocol Adherence | 20/20 | 24 | |
| WA4 | Tool Calling & Protocol Adherence | 20/20 | 21.5 | |
| WA5 | Tool Calling & Protocol Adherence | 20/20 | 23.5 | |
| WB1 | Agent Robustness & State Management | 20/20 | 14.4 | |
| WB2 | Agent Robustness & State Management | 20/20 | 16.2 | |
| WB3 | Agent Robustness & State Management | 20/20 | 15.3 |
Category mean Tool Calling & Protocol Adherence 20Agent Robustness & State Management 20
Coding depth 1c 60.3 / 180 6.7 9/9 n=1 17.7 run 2026-10-10
| Test | Category | Score | tok/s | |
|---|---|---|---|---|
| K1 | Coding — Concurrency | 0/20 | 18.4 | |
| K2 | Coding — Algorithms | 20/20 | 18.4 | |
| K3 | Coding — Security Review | 0/20 | 17.5 | |
| K4 | Coding — Performance | 0/20 | 16.5 | |
| K5 | Coding — Refactoring Under Constraints | 20/20 | 17.7 | |
| K6 | Coding — Test Writing | 20/20 | 18.6 | |
| K7 | Coding — React Component (typed) | 0/20 | 17.5 | |
| K8 | Coding — TypeScript Type System | 0/20 | 17.6 | |
| K9 | Coding — React Debugging | 0/20 | 17 |
Category mean Coding — Concurrency 0Coding — Algorithms 20Coding — Security Review 0Coding — Performance 0Coding — Refactoring Under Constraints 20Coding — Test Writing 20Coding — React Component (typed) 0Coding — TypeScript Type System 0Coding — React Debugging 0
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.