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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 – 6 of 6 1 Static Embeddings as Efficient Knowledge Bases? ... Dufter, Philipp; Kassner, Nora; Schütze, Hinrich. - : arXiv, 2021 BASE Show details 2 Multilingual LAMA: Investigating Knowledge in Multilingual Pretrained Language Models ... Kassner, Nora; Dufter, Philipp; Schütze, Hinrich. - : arXiv, 2021 Abstract: Recently, it has been found that monolingual English language models can be used as knowledge bases. Instead of structural knowledge base queries, masked sentences such as "Paris is the capital of [MASK]" are used as probes. We translate the established benchmarks TREx and GoogleRE into 53 languages. Working with mBERT, we investigate three questions. (i) Can mBERT be used as a multilingual knowledge base? Most prior work only considers English. Extending research to multiple languages is important for diversity and accessibility. (ii) Is mBERT's performance as knowledge base language-independent or does it vary from language to language? (iii) A multilingual model is trained on more text, e.g., mBERT is trained on 104 Wikipedias. Can mBERT leverage this for better performance? We find that using mBERT as a knowledge base yields varying performance across languages and pooling predictions across languages improves performance. Conversely, mBERT exhibits a language bias; e.g., when queried in Italian, it ... : Accepted to EACL 2021 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://arxiv.org/abs/2102.00894 https://dx.doi.org/10.48550/arxiv.2102.00894 BASE Hide details 3 Measuring and Improving Consistency in Pretrained Language Models ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Elazar, Yanai; Goldberg, Yoav. - : Underline Science Inc., 2021 BASE Show details 4 Static Embeddings as Efficient Knowledge Bases? ... NAACL 2021 2021; Dufter, Philipp; Kassner, Nora. - : Underline Science Inc., 2021 BASE Show details 5 Negated and Misprimed Probes for Pretrained Language Models: Birds Can Talk, But Cannot Fly Schütze, Hinrich; Kassner, Nora. - : Ludwig-Maximilians-Universität München, 2020 BASE Show details 6 Negated and Misprimed Probes for Pretrained Language Models: Birds Can Talk, But Cannot Fly ... Kassner, Nora; Schütze, Hinrich. - : Association for Computational Linguistics, 2020 BASE Show details

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