ShiJianBench - Investor Outcome: leaderboard
Metric: Investment score (0-100): 0.6 x return-uplift + 0.4 x drawdown-reduction scores of the advised investors against the matched no-advisor rollout, full horizon, 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 | GPT-5 | 64.1 |
| 2 | DeepSeek V4 Flash | 64.09 |
| 3 | Claude Sonnet 4.6 | 64.08 |
Interactive version: theaggregate.ai/benchmark?slug=shijianbench-investor-outcome · How It Works · Data refreshed daily, snapshot 2026-09-29.