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English(EN) ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping

ShopX基础模型为AI购物代理简化意图到商品履行的流程

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员推出ShopX，这是一种新颖的基础模型，旨在增强代理式购物体验中的意图到商品履行。与将大型语言模型包装在现有搜索系统周围的先前方法不同，ShopX将意图理解、执行计划和商品空间操作集成到一个模型中。这种以模型为中心的设计旨在通过使用语义可恢复的ID，直接将灵活的用户意图转化为商品空间操作（如检索、排序和捆绑），从而提高效率。在淘宝生产日志上的评估表明，ShopX改进了框架行为，尤其是在处理复杂或模糊的购物请求时。 AI

影响 该模型可以通过更好地将复杂意图转化为可操作的商品选择，从而显著提高AI驱动的购物代理的效率和用户体验。

排序理由 该集群描述了一篇关于特定AI应用新基础模型的论文。

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

ShopX基础模型为AI购物代理简化意图到商品履行的流程

报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Jiacheng Chen, Tao Zhang, Manxi Lin, Dunxian Huang, Teng Shi, Honghao Fu, Mengyan Li, Xinming Zhang, Chenchi Zhang, Xuan Lu, Xiaoxiong Du, Haibin Chen, Shaolin Ye, Hao Chang, Xiaoqi Li, Shuwen Xiao, Yujin Yuan, Jingxuan Feng, Shaopan Xiong, Huimin Yi, Ju… ·

    ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping

    arXiv:2606.31693v1 Announce Type: cross Abstract: The wave of AI-native applications is moving shopping beyond page- and feed-based browsing toward intent-driven experiences orchestrated by LLM agents. A common design wraps an LLM around existing search and recommendation pipelin…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Yuning Jiang ·

    ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping

    The wave of AI-native applications is moving shopping beyond page- and feed-based browsing toward intent-driven experiences orchestrated by LLM agents. A common design wraps an LLM around existing search and recommendation pipelines, forcing complex intents through low-bandwidth …

  3. Towards AI TIER_1 English(EN) · Davin Convay ·

    What Is Agentic Commerce? Your Guide to AI-Powered Shopping

    <figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/0*67py51we6tSLvTi4" /></figure><p>Let’s say a shopper is looking for a new carry-on bag that’s under a certain weight, under a certain price, and ships within two days. Instead of manually searching for this, they …

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