---
id: 20260806-T0-08
title: "首个动态多属性拍卖基准：测试 LLM 智能体能否竞出合理价格"
title_en: "New Auction Benchmark Tests Whether LLM Agents Can Price Competitively"
url: https://ai.daily.yangsir.net/daily/20260806-T0-08
issue_date: 2026-08-06
publish_date: 2026-08-05T04:00:00.000Z
category: research
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2608.00102
---

# 首个动态多属性拍卖基准：测试 LLM 智能体能否竞出合理价格

该论文发布了专为电商场景设计的动态多属性拍卖基准，用于测试 LLM 智能体在代表商家和消费者交易时，能否制定具有竞争力的定价策略。随着支付网络、零售商和 AI 平台逐步支持智能体自动交易，该基准为评估智能体在复杂商业环境中的决策能力提供了参考。

## English Version

**New Auction Benchmark Tests Whether LLM Agents Can Price Competitively**

This paper introduces a dynamic multi-attribute auction benchmark for agentic commerce, testing whether LLM agents can price competitively when transacting on behalf of merchants and consumers. As payment networks, retailers, and AI platforms enable agent transactions, this benchmark assesses agent decision-making in complex business environments.

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2608.00102)

**详情页**：https://ai.daily.yangsir.net/daily/20260806-T0-08

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