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Multi-path speculative decoding on Gemma held-out (test)

2.17Throughput Ratio ImprovementKhisti NDE
1.36921.57711.7851.9929Feb 19, 2026

Evaluation results

MethodLinks
Khisti NDEVerification algorithm=Khisti, Neural Dynamic Expansion=true2026.022.17
SpecTr NDEVerification algorithm=SpecTr, Neural Dynamic Expansion=true2026.022.17
SpecInfer NDEVerification algorithm=SpecInfer, Neural Dynamic Expansion=true2026.022.14
NSS NDEVerification algorithm=NSS, Neural Dynamic Expansion=true2026.022.09
NaiveTree NDEVerification algorithm=NaiveTree, Neural Dynamic Expansion=true2026.021.4