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1
Lightweight Cross-Lingual Sentence Representation Learning ...
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2
Obtaining Better Static Word Embeddings Using Contextual Embedding Models ...
Gupta, Prakhar; Jaggi, Martin. - : arXiv, 2021
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3
Obtaining Better Static Word Embeddings Using Contextual Embedding Models ...
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4
Correlating Twitter Language with Community-Level Health Outcomes
In: http://infoscience.epfl.ch/record/278185 (2020)
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5
Robust Cross-lingual Embeddings from Parallel Sentences ...
Abstract: Recent advances in cross-lingual word embeddings have primarily relied on mapping-based methods, which project pretrained word embeddings from different languages into a shared space through a linear transformation. However, these approaches assume word embedding spaces are isomorphic between different languages, which has been shown not to hold in practice (Søgaard et al., 2018), and fundamentally limits their performance. This motivates investigating joint learning methods which can overcome this impediment, by simultaneously learning embeddings across languages via a cross-lingual term in the training objective. We propose a bilingual extension of the CBOW method which leverages sentence-aligned corpora to obtain robust cross-lingual word and sentence representations. Our approach significantly improves cross-lingual sentence retrieval performance over all other approaches while maintaining parity with the current state-of-the-art methods on word-translation. It also achieves parity with a deep RNN method ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Information Retrieval cs.IR; Machine Learning cs.LG
URL: https://dx.doi.org/10.48550/arxiv.1912.12481
https://arxiv.org/abs/1912.12481
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6
Crosslingual Document Embedding as Reduced-Rank Ridge Regression ...
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7
System-Aware Algorithms For Machine Learning
Mendler-Dünner, Celestine. - : ETH Zurich, 2019
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8
Crosslingual Document Embedding as Reduced-Rank Ridge Regression
In: http://infoscience.epfl.ch/record/263893 (2019)
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9
Leveraging Large Amounts of Weakly Supervised Data for Multi-Language Sentiment Classification ...
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10
Generating Steganographic Text with LSTMs ...
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11
Leveraging large amounts of weakly supervised data for multi-language sentiment classification ...
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12
Leveraging large amounts of weakly supervised data for multi-language sentiment classification ...
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13
Generating Steganographic Text with LSTMs
In: http://infoscience.epfl.ch/record/229881 (2017)
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14
Swiss-chocolate : sentiment detection using sparse SVMs and part-of-speech n-grams ...
Jaggi, Martin; Uzdilli, Fatih; Cieliebak, Mark. - : Association for Computational Linguistics, 2014
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