Geometry of Compositionality
نویسندگان
چکیده
This paper proposes a simple test for compositionality (i.e., literal usage) of a word or phrase in a context-specific way. The test is computationally simple, relying on no external resources and only uses a set of trained word vectors. Experiments show that the proposed method is competitive with state of the art and displays high accuracy in context-specific compositionality detection of a variety of natural language phenomena (idiomaticity, sarcasm, metaphor) for different datasets in multiple languages. The key insight is to connect compositionality to a curious geometric property of word embeddings, which is of independent interest.
منابع مشابه
Report on segmentation of trajectories into the underlying primitives and syntactic rules for their compositionality based on differential geometry approaches
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تاریخ انتشار 2017