Conversational Financial Information Retrieval Model (ConFIRM): Leveraging Large Language Models for Precise Query Intent Classification in Finance

ConFIRM, an LLM-based framework, precisely maps natural language queries to appropriate financial knowledge base entries while maintaining high accuracy for queries outside the internal knowledge base, essential for regulatory compliance in the finance domain.