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DSpark speculative decoding boosted Qwen3-8B generation from 95.0 to 124.9 tokens/s, a 31.5% speedup on the same GPU. DeepSeek reports 60-85% faster generation with DeepSeek-V4. MTP remains more practical due to limited DSpark model support.
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