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Need Info on quality benchmarks to run on DeepSeek V3.2 different quant levels [

BACKGROUND
1 SIGNALFIRST DETECTED 22 April 2026
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Other feeds and industry voices
15 Apr
at what point does quantization stop being a tradeoff and start being actual quality loss

<!-- SC_OFF --><div class="md"><p>Been running a few models locally at different quant levels and honestly the jump from Q5 to Q4 sometimes feels like nothing and other times it

OPINION · WHERE · LocalLLaMAOPEN STORY
1 May
What benchmark would you build for “reply quality” in SDR generation? [D]

<!-- SC_OFF --><div class="md"><p>Working on evaluating some AI-generated outbound (SDR-style emails along with follow-ups), and I’m running into a weird problem. Everyone talks

OPINION · WHEN · MachineLearningOPEN STORY
1 Apr
Has anyone tested the quantization quality (AWQ/GPTQ/FP8/NVFP4) for Qwen3.5 9B & 27B on vLLM?

<!-- SC_OFF --><div class="md"><p>I’m planning to deploy the 9B and 27B parameter models using vLLM and was wondering if anyone has done some thorough testing on the non-GGUF

OPINION · HOW · LocalLLaMAOPEN STORY
13 May
Current benchmarks datasets for perplexity tests?

<!-- SC_OFF --><div class="md"><p>Title says it. What are the current standard benchmarks to test model perplexity?</p> <p>I want to play around with different quantization

OPINION · WHO · LocalLLaMAOPEN STORY
12 Sept
Any proper benchmarks of Beellama (and its fork Beellama-kvarn) and how it performs quality wise for coding?

<!-- SC_OFF --><div class="md"><p>So beellama allows you to only reduce quantization on older cache, this should allow better performance than reducing quantization on all

OPINION · HOW · LocalLLaMAOPEN STORY
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