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Confidence-Scheduled Verification

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Machine Heart
Machine Heart
Jun 27, 2026 · Artificial Intelligence

DSpark in DeepSeek V4 Cuts LLM Inference Latency by Up to 85%

DeepSeek V4’s DSpark adds a speculative decoding framework that combines a lightweight draft model, semi‑autoregressive generation, and confidence‑scheduled verification, delivering 60‑85% faster inference for Qwen3 and Gemma models while providing an open‑source DeepSpec toolkit for training and evaluation.

Confidence-Scheduled VerificationDSparkDeepSeek
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DSpark in DeepSeek V4 Cuts LLM Inference Latency by Up to 85%