FinHardBench - System Configuration: leaderboard

Metric: Mean best end-to-end latency in nanoseconds (lower is better; mean over 5 seeds of the lowest pipeline latency the model reaches in 24 feedback-driven rounds choosing among 432 configurations of a fixed 6-stage HFT FPGA pipeline under a 5,000-LUT budget; the optimum is 107.5 ns). Source: arxiv.org. Saturation forecast: Around June 2027. 6 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.6107.5
2GPT-5.4107.5
3MiniMax-M2.7108.5
4DeepSeek V3.2116.1
5Gemini 3.1 Flash Lite (Preview)121.4
6Mistral Large 3129.4

Interactive version: theaggregate.ai/benchmark?slug=finhardbench-system-configuration · How It Works · Data refreshed daily, snapshot 2026-09-29.