ResearchBenchmarksHLS Code Generation on video_ctrl kernelHLS Code Generation on video_ctrl kernelFollow2,073,606Latency (cycles)GPT-5.11,969,925.72,021,765.852,073,6062,125,446.15May 13, 2026Evaluation resultsMethodMethodLinksLatency (cycles)DSP CountFF CountBRAM CountLUT CountGPT-5.1sampling=best-of-5, pr...sampling=best-of-5, prompting=QoR-optimized, evaluation=post-synthesis2026.052,073,60602200322HLS-Seeksampling=best-of-5, pr...sampling=best-of-5, prompting=QoR-optimized, evaluation=post-synthesis2026.052,073,60602200322