No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks

arXiv:2403.06249v1 Announce Type: cross
Abstract: While the progression of Large Language Models (LLMs) has notably propelled financial analysis, their application has largely been confined to singular language realms, leaving untapped the potential of bilingual Chinese-English capacity. To bridge this chasm, we introduce ICE-PIXIU, seamlessly amalgamating the ICE-INTENT model and ICE-FLARE benchmark for bilingual financial analysis. ICE-PIXIU uniquely integrates a spectrum of Chinese tasks, alongside translated and original English datasets, enriching the breadth and depth of bilingual financial modeling. It provides …

abstract analysis application arxiv benchmarks bilingual bridge capacity chinese cs.ce cs.cl data english financial language language models large language large language models llms singular type