论文标题
分销语义的目标是什么？
What are the Goals of Distributional Semantics?
论文作者
论文摘要
分销语义模型已成为NLP的中流型，为下游任务提供了有用的功能。但是，评估长期进步需要明确的长期目标。在本文中，我采用了广泛的语言观点，研究了当前模型如何应对各种语义挑战。鉴于不同子字段提出的模型之间存在明显的差异，需要广泛的观点来查看我们如何整合它们。我得出的结论是，尽管语言见解可以指导模型体系结构的设计，但未来的进步将需要平衡语言表达性和计算障碍的经常相互矛盾的要求。
Distributional semantic models have become a mainstay in NLP, providing useful features for downstream tasks. However, assessing long-term progress requires explicit long-term goals. In this paper, I take a broad linguistic perspective, looking at how well current models can deal with various semantic challenges. Given stark differences between models proposed in different subfields, a broad perspective is needed to see how we could integrate them. I conclude that, while linguistic insights can guide the design of model architectures, future progress will require balancing the often conflicting demands of linguistic expressiveness and computational tractability.
