PortBench: A Correlation-Aware, Full-Pipeline Benchmark for LLM-Driven Portfolio Management
This work introduces PortBench, a benchmark spanning six heterogeneous asset classes from 2015 to 2025, and introduces two metrics: a dual-layer correlation score for inter-class hedging and intra-class concentration, and CEPS, which quantifies how reasoning errors compound across pipeline stages.