Model benchmarks

unsloth/Qwen3.6-35B-A3B-MTP-GGUF local LLM performance

As of October 2026, unsloth/Qwen3.6-35B-A3B-MTP-GGUF runs at up to 53.0 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).

Unsloth StudioUD-Q4_K_M
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Model size

35B

Peak speed

53.0 tok/s

Average speed

52.7 tok/s

Avg PP

440.7 tok/s

Min memory

n/a

Max context

8,192 tokens

Avg output / run

17,401 tokens

Avg runtime / run

5m 57s

Avg quality

75.8

Benchmark runs

2

GPUs tested

1

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)
Overall73.875.877.8
Agent Workflow67.071.175.2
Code Generation75.776.577.3
Role Play & Narrative75.881.587.2
Research & Analysis66.874.181.4

Performance by hardware and tool

Every hardware/tool/quantization combination unsloth/Qwen3.6-35B-A3B-MTP-GGUF has been benchmarked on, ranked by peak token generation speed. Last updated October 2026.

HardwareToolQuantBest tok/sAvg tok/sMemoryContextQualityRuns
NVIDIA GeForce RTX 3070 TiUnsloth StudioUD-Q4_K_M53.0 tok/s52.7 tok/sn/a8,192 tokens75.82

Benchmark runs

All 2 unsloth/Qwen3.6-35B-A3B-MTP-GGUF runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.

Frequently asked questions

Is unsloth/Qwen3.6-35B-A3B-MTP-GGUF good for coding?
In our benchmarks, unsloth/Qwen3.6-35B-A3B-MTP-GGUF scores 76.5/100 for coding. It runs at about 52.7 tok/s, so if you want more speed, ornith-ai/Ornith-1.5-35B-A3B-GGUF is faster (~90.8 tok/s) and still scores well for coding (83.8/100).
Is unsloth/Qwen3.6-35B-A3B-MTP-GGUF good for agentic (tool-using) tasks?
In our benchmarks, unsloth/Qwen3.6-35B-A3B-MTP-GGUF scores 71.1/100 for agentic workflows. It runs at about 52.7 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 unsloth/Qwen3.6-35B-A3B-MTP-GGUF for local inference?
Across 2 community benchmark runs, unsloth/Qwen3.6-35B-A3B-MTP-GGUF reaches up to 53.0 tok/s and averages 52.7 tok/s, with the fastest results on NVIDIA GeForce RTX 3070 Ti.
Which tools have been used to run unsloth/Qwen3.6-35B-A3B-MTP-GGUF?
Benchmarks were submitted using Unsloth Studio. Results are community-contributed and updated as new runs arrive.