Model benchmarks

Qwen3.8:27B/MTP@180K local LLM performance

As of August 2026, Qwen3.8:27B/MTP@180K runs at up to 53.0 tok/s for local inference (best of 2 community benchmark runs across 0 GPUs).

LM Studio
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Model size

27B

Peak speed

53.0 tok/s

Average speed

47.6 tok/s

Min memory

n/a

Max context

65,536 tokens

Avg runtime / run

7m 58s

Avg quality

69.3

Benchmark runs

2

GPUs tested

0

Quality by task

Average LLM-judged quality (0–100) with the run-to-run spread shown as a P5–P95 band, overall and for each benchmark task, across all 2 runs. The low and high columns show how much the judge’s score varies between runs, and need at least two runs to display.

TaskP5 (low)AvgP95 (high)
Overall65.769.372.9
Agent Workflow72.678.083.4
Code Generation4.039.575.1
Role Play & Narrative61.973.284.4
Research & Analysis82.086.691.3

Performance by hardware and tool

Every hardware/tool/quantization combination Qwen3.8:27B/MTP@180K has been benchmarked on, ranked by peak token generation speed. Last updated August 2026.

HardwareToolQuantBest tok/sAvg tok/sMemoryContextQualityRuns
CPU onlyLM Studio—53.0 tok/s47.6 tok/sn/a65,536 tokens69.32

Benchmark runs

All 2 Qwen3.8:27B/MTP@180K runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.

Frequently asked questions

Is Qwen3.8:27B/MTP@180K good for coding?
In our benchmarks, Qwen3.8:27B/MTP@180K scores 39.5/100 for coding. It runs at about 47.6 tok/s, so if you want more speed, local-qwen is faster (~60.2 tok/s) and still scores well for coding (84.8/100).
Is Qwen3.8:27B/MTP@180K good for agentic (tool-using) tasks?
In our benchmarks, Qwen3.8:27B/MTP@180K scores 78.0/100 for agentic workflows. It runs at about 47.6 tok/s, so if you want more speed, granite-4.2-8b-Q4_K_L is faster (~71.6 tok/s) and still scores well for agentic workflows (92.9/100).
How fast is Qwen3.8:27B/MTP@180K for local inference?
Across 2 community benchmark runs, Qwen3.8:27B/MTP@180K reaches up to 53.0 tok/s and averages 47.6 tok/s.
Which tools have been used to run Qwen3.8:27B/MTP@180K?
Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.