Domain and Function: A Dual-Space Model of Semantic Relations and Compositions
Table 22: Performance when the dataset is expanded to test for order sensitivity.
['Algorithm', 'Correlation for each phrase type ad-nn', 'Correlation for each phrase type nn-nn', 'Correlation for each phrase type vb-ob', 'Correlation for each phrase type avg', 'Comment']
With this more stringent dataset, the dual-space model performs significantly better than both vector addition and vector multiplication. Unlike element-wise multiplication and vector addition, the dual-space model addresses the issue of order sensitivity.