Lailong Luo

MENAP: multimodal efficiency-constrained news-augmented asset pricing via cost-aware preference optimization

Abstract Multimodal financial signals spanning textual news, market/macro factors, and auxiliary metadata—offer complementary views of investor attention and risk, but exploiting them at scale increasingly relies on large language model (LLM) agents whose multi-step reasoning and...