A multi-agent LLM pipeline for rewriting e-commerce CRM messages reports large quality gains, but the gains are judged by the same model that produces the rewrites, so they are not independently validated.
MAxPrototyper: A Multi-Agent Generation System for Interactive User Interface Prototyping
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
abstract
In automated user interactive design, designers face key challenges, including accurate representation of user intent, crafting high-quality components, and ensuring both aesthetic and semantic consistency. Addressing these challenges, we introduce MAxPrototyper, our human-centered, multi-agent system for interactive design generation. The core of MAxPrototyper is a theme design agent. It coordinates with specialized sub-agents, each responsible for generating specific parts of the design. Through an intuitive online interface, users can control the design process by providing text descriptions and layout. Enhanced by improved language and image generation models, MAxPrototyper generates each component with careful detail and contextual understanding. Its multi-agent architecture enables a multi-round interaction capability between the system and users, facilitating precise and customized design adjustments throughout the creation process.
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
CRMAgent: A Multi-Agent LLM System for E-Commerce CRM Message Template Generation
A multi-agent LLM pipeline for rewriting e-commerce CRM messages reports large quality gains, but the gains are judged by the same model that produces the rewrites, so they are not independently validated.