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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 4 of 4 1 Investigating Cross-Linguistic Adjective Ordering Tendencies with a Latent-Variable Model ... Leung, Jun Yen; Emerson, Guy; Cotterell, Ryan. - : arXiv, 2020 BASE Show details 2 What are the Goals of Distributional Semantics? ... Emerson, Guy. - : arXiv, 2020 BASE Show details 3 Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics ... Emerson, Guy. - : arXiv, 2020 Abstract: Functional Distributional Semantics provides a linguistically interpretable framework for distributional semantics, by representing the meaning of a word as a function (a binary classifier), instead of a vector. However, the large number of latent variables means that inference is computationally expensive, and training a model is therefore slow to converge. In this paper, I introduce the Pixie Autoencoder, which augments the generative model of Functional Distributional Semantics with a graph-convolutional neural network to perform amortised variational inference. This allows the model to be trained more effectively, achieving better results on two tasks (semantic similarity in context and semantic composition), and outperforming BERT, a large pre-trained language model. ... : To be published in Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL); added acknowledgements ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2005.02991 https://arxiv.org/abs/2005.02991 BASE Hide details 4 Linguists Who Use Probabilistic Models Love Them: Quantification in Functional Distributional Semantics ... Emerson, Guy. - : arXiv, 2020 BASE Show details

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