STORM-Evolution

The STORM project has evolved from an autonomous research system into a collaborative framework designed to support complex information seeking.

From Autonomous to Collaborative

  • STORM (Synthesis of Topic Outlines through Retrieval and Multi-perspective Question Asking): Focused on automating the pre-writing stage of Wikipedia-like articles. It uses perspective-guided question asking and simulated conversations to collect information and generate outlines autonomously.
  • Co-STORM (Collaborative STORM): Extends the STORM paradigm by introducing human-in-the-loop collaboration. It implements a collaborative discourse protocol where human users can observe or actively steer the conversation.

Key Architectural Shifts

FeatureSTORMCo-STORM
Primary GoalAutonomous article generationCollaborative knowledge curation
InteractionAutomated simulationHuman-AI discourse
Knowledge StructureHierarchical outlineDynamic hierarchical mind map
Agent RolesWriter/Expert simulationExperts/Moderator/Human

Shared Conceptual Space

Co-STORM introduces a dynamic mind map to maintain a shared conceptual space between the system and the user, reducing cognitive load during deep, in-depth information seeking.