Matches in SemOpenAlex for { <https://semopenalex.org/work/W2788353357> ?p ?o ?g. }
- W2788353357 abstract "Using a dictionary to map independently trained word embeddings to a shared space has shown to be an effective approach to learn bilingual word embeddings. In this work, we propose a multi-step framework of linear transformations that generalizes a substantial body of previous work. The core step of the framework is an orthogonal transformation, and existing methods can be explained in terms of the additional normalization, whitening, re-weighting, de-whitening and dimensionality reduction steps. This allows us to gain new insights into the behavior of existing methods, including the effectiveness of inverse regression, and design a novel variant that obtains the best published results in zero-shot bilingual lexicon extraction. The corresponding software is released as an open source project." @default.
- W2788353357 created "2018-03-06" @default.
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- W2788353357 date "2018-04-27" @default.
- W2788353357 modified "2023-10-16" @default.
- W2788353357 title "Generalizing and Improving Bilingual Word Embedding Mappings with a Multi-Step Framework of Linear Transformations" @default.
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- W2788353357 doi "https://doi.org/10.1609/aaai.v32i1.11992" @default.
- W2788353357 hasPublicationYear "2018" @default.
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