ShiJianBench: leaderboard
Metric: Advisor impact score (0-100): compliance-gated composite 0.7 x investor-outcome + 0.2 x business-value + 0.1 x content-quality scores, each a paired uplift over a no-advisor rollout clipped to 0-100, full horizon 2021-02-19 to 2026-01-31, over five matched runs of 27 simulated investors (risk profile x financial literacy x asset tier, weighted by 7,199 real users) in an LLM investor simulator replaying Chinese public-fund market traces, with GPT-4o judging advisor messages. Source: arxiv.org. Saturation forecast: Around December 2026. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V4 Flash | 63.01 |
| 2 | Claude Sonnet 4.6 | 62.68 |
| 3 | GPT-5 | 61.77 |
Interactive version: theaggregate.ai/benchmark?slug=shijianbench · How It Works · Data refreshed daily, snapshot 2026-09-29.