notesum.ai
Published at November 29Leveraging Large Language Models for Institutional Portfolio Management: Persona-Based Ensembles
cs.CE
cs.MA
Released Date: November 29, 2024
Authors: Yoshia Abe1, Shuhei Matsuo1, Ryoma Kondo2, Ryohei Hisano2
Aff.: 1Graduate School of Information Science and Technology, The University of Tokyo; 2Graduate School of Information Science and Technology, The University of Tokyo, The Canon Institute for Global Studies

| Metric | CPI Trend | Best-mean | Win-ratio-buy-and-hold |
| Return | High | Buy-and-hold | CM(D2) |
| Low | Buy-and-hold | Pattern 1 | |
| Volatility | High | Buy-and-hold | RG(S10) |
| Low | RG(S10) | RG(S10) | |
| Max drawdown | High | RG(S5) | RG(S5) |
| Low | Buy-and-hold | Pattern 1 | |
| Sharpe ratio | High | Pattern 1 | Pattern 1 |
| Low | Buy-and-hold | Pattern 1 |