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Is neural semantic parsing good at ellipsis resolution, or isn't it?

Is neural semantic parsing good at ellipsis resolution, or isn't it?

来源:Arxiv_logoArxiv
英文摘要

Neural semantic parsers have shown good overall performance for a variety of linguistic phenomena, reaching semantic matching scores of more than 90%. But how do such parsers perform on strongly context-sensitive phenomena, where large pieces of semantic information need to be duplicated to form a meaningful semantic representation? A case in point is English verb phrase ellipsis, a construct where entire verb phrases can be abbreviated by a single auxiliary verb. Are the otherwise known as powerful semantic parsers able to deal with ellipsis or aren't they? We constructed a corpus of 120 cases of ellipsis with their fully resolved meaning representation and used this as a challenge set for a large battery of neural semantic parsers. Although these parsers performed very well on the standard test set, they failed in the instances with ellipsis. Data augmentation

Xiao Zhang、Johan bos

常用外国语计算技术、计算机技术

Xiao Zhang,Johan bos.Is neural semantic parsing good at ellipsis resolution, or isn't it?[EB/OL].(2025-07-31)[2025-08-11].https://arxiv.org/abs/2508.00121.点此复制

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