AI为新手玩家提供策略与沟通建议，显著提升对战表现。
Personalized Help for Optimizing Low-Skilled Users' Strategy
- 基于玩家意图生成动作与消息双重建议
- 新手在建议下可击败甚至超越资深玩家
- 即使不采纳建议，存在本身也具优势
AI在游戏环境中可超越人类表现，但其对人类的助益程度仍缺乏研究。本文改进了在《外交》游戏中表现出超人水平的CICERO自然语言代理，使其根据玩家意图生成动作与消息双重建议。通过十余场包含新手与资深玩家、不同建议设置的《外交》对局实验发现，部分生成建议具有实际帮助：新手在建议辅助下可与资深玩家抗衡，甚至胜出。即使玩家未采纳建议，其存在本身亦带来竞争优势。
原文摘要 · Abstract (English)
AIs can beat humans in game environments; however, how helpful those agents are to human remains understudied. We augment CICERO, a natural language agent that demonstrates superhuman performance in Diplomacy, to generate both move and message advice based on player intentions. A dozen Diplomacy games with novice and experienced players, with varying advice settings, show that some of the generated advice is beneficial. It helps novices compete with experienced players and in some instances even surpass them. The mere presence of advice can be advantageous, even if players do not follow it.
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