Group 1 - The LLM-FADT text stock selection strategy has underperformed relative to the CSI 500 index by -1.5% this month, with a year-to-date excess return of 2.9% [1][18] - The LLM-FADT strategy has an annualized return of 29.05% since January 2017, with an excess annualized return of 26.56% relative to the CSI 500 index, and a Sharpe ratio of 1.13 [1][20] - The AI industry rotation model recommends holding non-bank financials, petrochemicals, beverages, steel, and utilities for the upcoming week, with an annualized return of 26.49% since 2017 [3][41] Group 2 - The AI theme index rotation model suggests holding petrochemical industry, 300 non-bank, Shenzhen dividend, and China construction indices for the next week, with an annualized return of 16.58% since 2018 [4][28] - The AI concept index rotation model has an annualized return of 22.29% since 2018, with a maximum drawdown of 19.19% [33][34] - The AI industry rotation model has a year-to-date excess return of 29.13% and an annualized excess return of 19.53% [39][41] Group 3 - The AI-enhanced stock selection strategy based on full-frequency fusion factors has achieved a year-to-date excess return of 19.98% relative to the all-A equal-weight benchmark [2][6] - The AI-enhanced CSI 1000 strategy has a year-to-date excess return of 24.24%, with an annualized excess return of 21.89% since 2017 [2][10] - The LLM-FADT strategy has shown more stability and smaller excess drawdowns compared to the BERT-FADT strategy since October 2024 [18][21]

本文首发于公众号"私募排排网"。 （点击↑↑ 上图查看详情 ） 艾方资产简介 上海艾方资产管理有限公司 成立于2012年3月，办公地点位于浦东新区。艾方资产拥有优秀的量化投资团队，核心成员具备丰富的海外绝对收 益投资经验及成功的中国市场绝对收益投资实践，公司拥有国内领先的系统平台，是一家科技驱动的资产管理公司。 创办之初，公司便定位于做一家以量化投资为手段、专注于获取绝对收益的机构。艾方资产于2014年6月完成在中国基金业协会的备案工作， 获得私募基金管理人资格，并在2015年3月成为中国基金业协会会员。公司新策略研发能力强，目前已建立起波动率均衡系列、CTA系列、可转 债系列、指数增强系列、中性策略等多个产品线。旨在为投资人创造长期可持续的回报，创立以来荣获包括金牛奖、金长江、金阳光等多个行 业内重量级奖项。 （点此查看 艾方资产旗下产品收益、核心团队及最新路演 ） 1% 数据来源:协会公示信息 发展历程 2012.3 · 艾方资产成立 2012.5 首只资管产品成立。 2014.6 首只顾问管理资管产品成立, 艾方资产在基金业协会完成备案 2015.2 上交所50ETF期权上市首日产品 即参与交易 201 ...