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  5. Decoding Strategy
Inference & Deploymentaka Decoding

Decoding Strategy

A decoding strategy is the procedure used to turn model output scores into a sequence or structured prediction.

Ask Melo about this← all terms

Greedy selection, sampling, beam search, and constrained decoding explore the probability distribution differently. The choice affects determinism, diversity, latency, and adherence to output restrictions.

Related terms

LogitSoftmaxCold StartRate LimitingModel VersioningOpen Weights

Where Decoding Strategy comes up

  • ReplaySSM: NVIDIA and Tri Dao Cache SSM Inputs, Not State, for Faster Hybrid Decoding
  • DFlash-MLX Brings Lossless Speculative Decoding to Apple Silicon — Up to ~189 tok/s on M5 Max
  • DeepSeek DSpark: speculative decoding for V4 Flash and Pro (51–400% faster inference guide 2026)
  • llama.cpp Metal Gets Few-Row MMA Kernels: Up to 4x Faster Verification on M3 Ultra