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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 – 8 of 8 1 Injecting Inductive Biases into Distributed Representations of Text ... Prokhorov, Victor. - : Apollo - University of Cambridge Repository, 2021 Abstract: Distributed real-valued vector representations of text (a.k.a. embeddings), learned by neural networks, encode various (linguistic) knowledge. To encode this knowledge into the embeddings the common approach is to train a large neural network on large corpora. There is, however, a growing concern regarding the sustainability and rationality of pursuing this approach further. We depart from the mainstream trend and instead, to incorporate the desired properties into embeddings, use inductive biases. First, we use Knowledge Graphs (KGs) as a data-based inductive bias to derive the semantic representation of words and sentences. The explicit semantics that is encoded in a structure of a KG allows us to acquire the semantic representations without the need of employing a large amount of text. We use graph embedding techniques to learn the semantic representation of words and the sequence-to-sequence model to learn the semantic representation of sentences. We demonstrate the efficacy of the inductive bias for ... Keyword: Distributed Representations of Text; Inductive Biases; Knowledge Graphs; Sentence Embeddings; Variational Autoencoders; Word Embeddings URL: https://www.repository.cam.ac.uk/handle/1810/330972 https://dx.doi.org/10.17863/cam.78416 BASE Hide details 2 Injecting Inductive Biases into Distributed Representations of Text Prokhorov, Victor. - : University of Cambridge, 2021. : Selwyn, 2021 BASE Show details 3 Unseen word representation by aligning heterogeneous lexical semantic spaces ... Prokhorov, Victor; Pilehvar, MT; Kartsaklis, D. - : Apollo - University of Cambridge Repository, 2019 BASE Show details 4 Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces. ... Prokhorov, Victor; Pilehvar, Mohammad Taher; Kartsaklis, Dimitri. - : Apollo - University of Cambridge Repository, 2019 BASE Show details 5 Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces. Prokhorov, Victor; Pilehvar, Mohammad Taher; Kartsaklis, Dimitri. - : AAAI, 2019 BASE Show details 6 Generating knowledge graph paths from textual definitions using sequence-to-sequence models Prokhorov, Victor; Pilehvar, MT; Collier, Nigel. - : NAACL HLT 2019 - 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies - Proceedings of the Conference, 2019 BASE Show details 7 Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces ... Prokhorov, Victor; Pilehvar, Mohammad Taher; Kartsaklis, Dimitri. - : arXiv, 2018 BASE Show details 8 Learning Rare Word Representations using Semantic Bridging ... Prokhorov, Victor; Pilehvar, Mohammad Taher; Kartsaklis, Dimitri. - : arXiv, 2017 BASE Show details

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