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On October 29, 2026, Ant Ling, in collaboration with the NVIDIA AI team, optimized the inference of the open-weight model Ling-3.0-flash on a single NVIDIA DGX Spark using three techniques. On 1,319 GSM8K problems, decoding throughput increased from 37.81 tok/s to 53.89 tok/s (+42.5%), and average latency dropped from 15.21s to 11.49s (-24.5%), with no statistically detectable change in accuracy. There are currently no further developments.
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Ant Ling and NVIDIA Optimize Ling-3.0-flash InferenceDevelopments
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Ant Ling and NVIDIA optimize single-GPU inference for Ling-3.0-flash
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Oct 29
Ant Ling
Ant Ling and NVIDIA Optimize Ling-3.0-flash Inference
The Ant Ling team, in collaboration with the NVIDIA AI team, optimized the inference of the open-weight model Ling-3.0-flash on a single NVIDIA DGX Spark using three techniques. On 1,319 GSM8K problems, decoding throughput increased from 37.81 tok/s to 53.89 tok/s (+42.5%), average latency dropped from 15.21s to 11.49s (-24.5%), and accuracy showed no statistically detectable change.