论文标题
将务实的推理沟通纳入新兴语言
Incorporating Pragmatic Reasoning Communication into Emergent Language
论文作者
论文摘要
紧急主义和语用学是两个研究领域，它们研究了沿着实质性不同的时间表和智力水平的语言交流的动态。从多代理增强学习的角度来看，它们与具有对手意识的加强训练和舞台游戏对应于随机游戏。鉴于他们在语言学中探讨了它们的组合，我们提出了将基于短期推理的务实学与长期语言新兴主义结合的计算模型。我们为代理通信参考游戏以及星际争霸II探讨了这一点，评估了不同种类的相互推理的相对优点在经验和理论上都在经验上和理论上。我们的结果阐明了他们对进一步自然，准确，健壮，细粒度和简洁的话语的重要性。
Emergentism and pragmatics are two research fields that study the dynamics of linguistic communication along substantially different timescales and intelligence levels. From the perspective of multi-agent reinforcement learning, they correspond to stochastic games with reinforcement training and stage games with opponent awareness. Given that their combination has been explored in linguistics, we propose computational models that combine short-term mutual reasoning-based pragmatics with long-term language emergentism. We explore this for agent communication referential games as well as in Starcraft II, assessing the relative merits of different kinds of mutual reasoning pragmatics models both empirically and theoretically. Our results shed light on their importance for making inroads towards getting more natural, accurate, robust, fine-grained, and succinct utterances.
