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#negotiation
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O'Neill et al.: A Board Where Nothing Makes You Keep Your Word — Fukai Reads
A paper from UC Berkeley introducing C2C, a four-player conquest game built to measure negotiation and betrayal. On a board with no mechanism at all to enforce agreements, language models and humans played over 1,100 games — and humans turned out to make far fewer promises than the AI agents did.
Feng et al.：LLM 智能体能在交易游戏中智慧地讨价还价吗——Fukai 阅读笔记
清华大学团队的论文，关于在合作兼竞争的交易游戏中评估 LLM 智能体的基准 SidConArena。以桌游 Sidereal Confluence 为题材，在谈判、生产、封印竞价三个阶段进行评估，报告前沿模型表现较强，但仍存在资源价值误判、被动谈判、长期投资规划薄弱等问题。
