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Pu-Ming Wei

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#artificial intelligence Preprint Jun 2025

HiMA-Ecom: A Long-Horizon Memory Benchmark for Hierarchical Multi-Agent E-commerce Assistants

This paper presents HiMA-Ecom, a hierarchical multi-agent benchmark for e-commerce assistants with 22.8K instances, and presents HiMA-R1, a hierarchical multi-agent benchmark for e-commerce assistants, pairing agent-specific supervised fine-tuning data with system-level supervision for end-to-end multi-agent reinforcem...

Jun-Xing Hu, Ai Han, Haolan Zhan et al. · 8 citations · ⚡1

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