Local quant benchmark: new releases trail months-old DeepSeek/Qwen models

EmilPi · reddit · 2026-10-24

Testing GGUF quants on 2×RTX 3090 + 128GB RAM, the author ranks new models by Delta score: DeepSeek-V4-Flash-Vision-Exp (MXFP4) leads at 2.86, followed by Qwen3.8-Flash-Next variants. Tasks include agentic coding, reasoning, spatial, physics, adversarial and needle-in-haystack. Key findings: none of the new models beat months-old DS/Qwen releases; Qwen3.8-Flash-Next with Strata (-kv int8) loses no quality and runs faster; Nemotron-3.5-Bolt's QAT quant disappoints; Ling-3.0-Flash-Sante got faster but not better; K2-Horizon-7B is solid for its size.

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