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- W3037133931 abstract "Semiring parsing is an elegant framework for describing parsers by using semiring weighted logic programs. In this paper we present a generalization of this concept: latent-variable semiring parsing. With our framework, any semiring weighted logic program can be latentified by transforming weights from scalar values of a semiring to rank-n arrays, or tensors, of semiring values, allowing the modelling of latent-variable models within the semiring parsing framework. Semiring is too strong a notion when dealing with tensors, and we have to resort to a weaker structure: a partial semiring. We prove that this generalization preserves all the desired properties of the original semiring framework while strictly increasing its expressiveness." @default.
- W3037133931 created "2020-07-02" @default.
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- W3037133931 date "2020-01-01" @default.
- W3037133931 modified "2023-10-16" @default.
- W3037133931 title "Tensors over Semirings for Latent-Variable Weighted Logic Programs" @default.
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- W3037133931 doi "https://doi.org/10.18653/v1/2020.iwpt-1.8" @default.
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