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ID: isomorphism
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Jointly Learning to Align and Summarize for Neural Cross-Lingual Summarization
AbstractCross-lingual summarization is the task of generating a summary in one language given a text in a different language. Previous works on cross-lingual summarization mainly focus on using pipeline methods …...
A Massively Multilingual Analysis of Cross-linguality in Shared Embedding Space
AbstractIn cross-lingual language models, representations for many different languages live in the same space. Here, we investigate the linguistic and non-linguistic factors affecting sentence-level alignment in cross-lingual pretrained language models …...
IsoVec: Controlling the Relative Isomorphism of Word Embedding Spaces
AbstractThe ability to extract high-quality translation dictionaries from monolingual word embedding spaces depends critically on the geometric similarity of the spaces—their degree of “isomorphism.” We address the root-cause of faulty …...