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Financial Language Models as Applied Artificial Intelligence Systems for News-Based Trading under Market Frictions

arXiv · AI, language, vision and robotics · article · Sep 20, 2026 · UTC

Financial language models can transform unstructured firm-specific news into structured decision signals, but financial AI research lacks an integrated deployment framework for evaluating whether those signals remain useful in financial decision systems. Computer science research has developed strong methods for time-series forecasting, text classification, multimodal stock prediction, graph-based market modeling, and machine-learning operations, yet these streams do not provide a domain-specific protocol that jointly tests financial language-model outputs under event-time observability, proba

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