VADAOrchestra: Neurosymbolic Orchestration of Adaptive Reasoning Workflows

VADAOrchestra is a neurosymbolic framework designed to enhance decision-making workflows by integrating Large Language Models (LLMs) with logical reasoning. It utilizes a hybrid architecture where an LLM-based orchestrator incrementally adapts workflows based on user queries and data sources, encoding these workflows as Datalog+/- logic programs. This approach facilitates verifiable reasoning and scalability, allowing for complex reasoning over large datasets while maintaining auditability and reproducibility, as evidenced by evaluations on real-world financial use cases.