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Validation and Evaluation of Automatically Acquired Multiword Expressions for Grammar Engineering
This paper focuses on the evaluation of meth- ods for the automatic acquisition of Multiword Expressions (MWEs) for robust grammar engi- neering. First we investigate the hypothesis that MWEs can …...
On the Encoder-Decoder Incompatibility in Variational Text Modeling and Beyond
AbstractVariational autoencoders (VAEs) combine latent variables with amortized variational inference, whose optimization usually converges into a trivial local optimum termed posterior collapse, especially in text modeling. By tracking the optimization …...