2 papers
cs.CE2025
Multimodal Language Models with Modality-Specific Experts for Financial Forecasting from Interleaved Sequences of Text and Time Series
Ross Koval, Nicholas Andrews, Xifeng Yan
Text and time series data offer complementary views of financial markets: news articles provide narrative context about company events, while stock prices reflect how markets react…
cs.CE2025
Context-Aware Language Models for Forecasting Market Impact from Sequences of Financial News
Ross Koval, Nicholas Andrews, Xifeng Yan
Financial news plays a critical role in the information diffusion process in financial markets and is a known driver of stock prices. However, the information in each news article…