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LLM Serving on MATH-plus (Average latency)

107.1Average Latency (ms/token)Oracle SJF
99.45151.0875202.725254.3625Sep 25, 2025
Updated 4mo ago

Evaluation results

MethodLinks
Oracle SJFModel=DeepSeek-R12025.09107.1
PARSModel=DeepSeek-R12025.09115.65
Listwise SJFModel=DeepSeek-R12025.09123.69
Pointwise SJFModel=DeepSeek-R12025.09132.91
Cross-Model PARSModel=DeepSeek-R12025.09134.11
Oracle SJFModel=Llama2025.09140.78
PARSModel=Llama2025.09154.25
Cross-Model PARSModel=Llama2025.09164.8
Listwise SJFModel=Llama2025.09165.87
Pointwise SJFModel=Llama2025.09167.76
FCFSModel=DeepSeek-R12025.09289.41
FCFSModel=Llama2025.09298.35