<ul data-eligibleForWebStory="true">Despite the focus on time series forecasting, challenges persist in applying models to financial asset pricing.A new evaluation suite called FinTSBridge aims to bridge the gap between time series forecasting models and financial asset pricing.Efforts included constructing financial datasets, testing over ten time series models, and introducing new metrics like msIC and msIR.The suite evaluates models' performance in financial tasks to gauge their practical applicability in financial scenarios.FinTSBridge is intended to offer valuable insights into the effectiveness and robustness of advanced forecasting models in financial domains.