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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 – 7 of 7 1 Multilingual Knowledge Graph Completion via Ensemble Knowledge Transfer ... Chen, Xuelu; Chen, Muhao; Fan, Changjun. - : arXiv, 2020 BASE Show details 2 Cross-lingual Entity Alignment with Incidental Supervision ... Chen, Muhao; Shi, Weijia; Zhou, Ben. - : arXiv, 2020 BASE Show details 3 Retrofitting Contextualized Word Embeddings with Paraphrases ... Shi, Weijia; Chen, Muhao; Zhou, Pei; Chang, Kai-Wei. - : arXiv, 2019 Abstract: Contextualized word embedding models, such as ELMo, generate meaningful representations of words and their context. These models have been shown to have a great impact on downstream applications. However, in many cases, the contextualized embedding of a word changes drastically when the context is paraphrased. As a result, the downstream model is not robust to paraphrasing and other linguistic variations. To enhance the stability of contextualized word embedding models, we propose an approach to retrofitting contextualized embedding models with paraphrase contexts. Our method learns an orthogonal transformation on the input space, which seeks to minimize the variance of word representations on paraphrased contexts. Experiments show that the retrofitted model significantly outperforms the original ELMo on various sentence classification and language inference tasks. ... Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences URL: https://arxiv.org/abs/1909.09700 https://dx.doi.org/10.48550/arxiv.1909.09700 BASE Hide details 4 Learning Bilingual Word Embeddings Using Lexical Definitions ... Shi, Weijia; Chen, Muhao; Tian, Yingtao. - : arXiv, 2019 BASE Show details 5 Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment ... Chen, Muhao; Tian, Yingtao; Chang, Kai-Wei. - : arXiv, 2018 BASE Show details 6 Learning to Represent Bilingual Dictionaries ... Chen, Muhao; Tian, Yingtao; Chen, Haochen. - : arXiv, 2018 BASE Show details 7 Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment ... Chen, Muhao; Tian, Yingtao; Yang, Mohan. - : arXiv, 2016 BASE Show details

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