ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping
ShopX is a foundation model designed to unify intent understanding, execution planning, and item-space operations for agentic shopping. By leveraging semantic IDs, ShopX enables direct translation of complex user intents into item-space outcomes, reducing information loss between agent orchestration and item fulfillment. Evaluation on tasks derived from Taobao production logs indicates that ShopX improves fulfillment behavior, particularly for complex or ambiguous requests.
Why it matters: ShopX represents a notable advance in bridging language-based shopping agents and item fulfillment, enabling more effective and natural intent-driven shopping experiences.
Full story at: arXiv Information Retrieval ↗