AnalysisOpinion / analysisEvaluation & Benchmarks · Efficiency & Inference1 source · Oct 17, 2026

Qwen Flash Next quant and temp comparison - performance vs task time vs quality

Following a recent interesting post that challenges the performance of higher vs lower quants and generally advised sampling parameters (namely temp), I decided that I had too much free time on my hands and ran 12 test tasks.

Proof1 community thread

Key points

  • For each model I tested tasks with two temperatures :
  • advised sampling parameters: temp 1,topk 20, topp 0.95, minp 0, presencepenalty 0.0, repetitionpenalty 1.0
  • Temp 0 task runs seem to have lower variance in task size/time; the sample is low but I would say that it's consistent with what it's supposed to do.
  • So, the conclusion on performance seems to be : Run the highest quant that you can afford with your hardware, disregard the decode speed, focus on task time.

Sources (1)

  • [1]Qwen Flash Next quant and temp comparison - performance vs task time vs quality
    r/LocalLLaMA (top, daily) · Oct 17, 11:58 AM
    Following a recent interesting post that challenges the performance of higher vs lower quants and generally advised sampling parameters (namely temp), I decided that I had too much free time on my hands and ran 12 test tasks.
    For each model I tested tasks with two temperatures :

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 17, 2026Nemotron 3.5 Bolt, Muse Spark Open, and a Fast LFM2.5 24B
  2. Oct 16, 2026Improved Qwen3.8-Flash Chat Template (w/ Sharp Template terse option)
  3. Oct 16, 2026Qwen Flash Next potential SOTA Q2 nobody talks about
  4. Oct 15, 2026Granite Switch 4.1: Chat, Decisions, and Speech from One Endpoint
  5. Oct 15, 2026What a £300, 35W Snapdragon mini PC can actually do 👀: 35B coder at ~30 tok/s, and an 80B model that doesnt even fit in RAM running at 17 tok/s
  6. Oct 14, 2026Qwen 3.8 Flash-Next compared to GLM 5.3 Flash

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