SysTradeBench - Execution Gate: leaderboard

Metric: Execution gate pass rate (%): share of the 12 strategies whose generated trading-system code executes in the sandboxed harness, one of six validity gates applied in order to each zero-shot (Iter0, temperature 0) submission of strategy card, executable code and audit log for 12 standardized trading-strategy specifications: parse, schema, execution, determinism, anti-leakage and audit; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 17 models tracked.

Top models

#ModelScore
1GPT-5.2100
2GPT-5.1100
3O3100
4Grok 4 Fast100
5Claude Sonnet 4.591.7
6Grok 4.1 Fast (Reasoning)91.7
7GLM-4.691.7
8Grok 383.3
9Claude Opus 4.583.3
10Grok Code Fast 183.3
11Gemini 3 Pro75
12GLM-4.758.3
13Gemini 2.5 Pro50
14Gemini 3 Flash41.7
15Grok 425

Interactive version: theaggregate.ai/benchmark?slug=systradebench-execution-gate · How It Works · Data refreshed daily, snapshot 2026-10-07.