ResearchBenchmarksHLS Code Generation on portfolio_opt kernelHLS Code Generation on portfolio_opt kernelFollow23,408,932Latency (Cycles/Time Units)GPT-5.111,585,966.8891,390,981.44171,195,996251,001,010.56May 13, 2026Evaluation resultsMethodMethodLinksLatency (Cycles/Time Units)DSP UtilizationFF UtilizationBRAM UtilizationLUT UtilizationGPT-5.1sampling=best-of-5, pr...sampling=best-of-5, prompting=QoR-optimized, evaluation=post-synthesis2026.0523,408,932112,05302,479HLS-Seeksampling=best-of-5, pr...sampling=best-of-5, prompting=QoR-optimized, evaluation=post-synthesis2026.05318,983,060192,77142,817