PRISM: Prompt-Refined In-Context System Modelling for Financial Retrieval.

arXiv:2511.14130v3 Announce Type: replace Abstract: Deploying LLMs for financial information retrieval demands accuracy, cost efficiency, and reproducibility, yet most approaches require expensive fine-tuning. PRISM is a training-free framework that composes t