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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 Page: 1 2 3 4 5 6 7...18 Hits 41 – 60 of 360 41 A Graph Auto-encoder Model of Derivational Morphology Schütze, Hinrich; Pierrehumbert, Janet; Hofmann, Valentin. - : Ludwig-Maximilians-Universität München, 2020 BASE Show details 42 Relational and Fine-Grained Argument Mining Trautmann, Dietrich; Fromm, Michael; Tresp, Volker... In: Datenbank-Spektrum (2020) BASE Show details 43 Identifying Elements Essential for BERT’s Multilinguality Schütze, Hinrich; Dufter, Philipp. - 2020 BASE Show details 44 SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings Sabet, Masoud Jalili; Dufter, Philipp; Schütze, Hinrich In: Findings of ACL: EMNLP 2020 (2020) BASE Show details 45 Monolingual and Multilingual Reduction of Gender Bias in Contextualized Representations Liang, Sheng; Dufter, Philipp; Schütze, Hinrich. - 2020 BASE Show details 46 Increasing Learning Efficiency of Self-Attention Networks through Direct Position Interactions, Learnable Temperature, and Convoluted Attention Schütze, Hinrich; Dufter, Philipp; Schmitt, Martin. - 2020 BASE Show details 47 SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings ... Sabet, Masoud Jalili; Dufter, Philipp; Yvon, François. - : arXiv, 2020 BASE Show details 48 Identifying Necessary Elements for BERT's Multilinguality ... Dufter, Philipp; Schütze, Hinrich. - : arXiv, 2020 Abstract: It has been shown that multilingual BERT (mBERT) yields high quality multilingual representations and enables effective zero-shot transfer. This is surprising given that mBERT does not use any crosslingual signal during training. While recent literature has studied this phenomenon, the reasons for the multilinguality are still somewhat obscure. We aim to identify architectural properties of BERT and linguistic properties of languages that are necessary for BERT to become multilingual. To allow for fast experimentation we propose an efficient setup with small BERT models trained on a mix of synthetic and natural data. Overall, we identify four architectural and two linguistic elements that influence multilinguality. Based on our insights, we experiment with a multilingual pretraining setup that modifies the masking strategy using VecMap, i.e., unsupervised embedding alignment. Experiments on XNLI with three languages indicate that our findings transfer from our small setup to larger scale settings. ... : EMNLP2020 CRV ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2005.00396 https://arxiv.org/abs/2005.00396 BASE Hide details 49 Identifying Elements Essential for BERT’s Multilinguality ... Dufter, Philipp; Schütze, Hinrich. - : Universitätsbibliothek der Ludwig-Maximilians-Universität München, 2020 BASE Show details 50 Identifying Necessary Elements for BERT’s Multilinguality ... Dufter, Philipp; Schütze, Hinrich. - : Universitätsbibliothek der Ludwig-Maximilians-Universität München, 2020 BASE Show details 51 Monolingual and Multilingual Reduction of Gender Bias in Contextualized Representations ... Liang, Sheng; Dufter, Philipp; Schütze, Hinrich. - : Universitätsbibliothek der Ludwig-Maximilians-Universität München, 2020 BASE Show details 52 SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings ... Sabet, Masoud Jalili; Dufter, Philipp; Schütze, Hinrich. - : Universitätsbibliothek der Ludwig-Maximilians-Universität München, 2020 BASE Show details 53 Dynamic Contextualized Word Embeddings ... Hofmann, Valentin; Pierrehumbert, Janet B.; Schütze, Hinrich. - : arXiv, 2020 BASE Show details 54 Predicting the Growth of Morphological Families from Social and Linguistic Factors ... Hofmann, Valentin; Pierrehumbert, Janet; Schütze, Hinrich. - : Association for Computational Linguistics, 2020 BASE Show details 55 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 56 Quantifying the Contextualization of Word Representations with Semantic Class Probing ... Zhao, Mengjie; Dufter, Philipp; Yaghoobzadeh, Yadollah. - : Association for Computational Linguistics, 2020 BASE Show details 57 Sentence Meta-Embeddings for Unsupervised Semantic Textual Similarity ... Poerner, Nina; Waltinger, Ulli; Schütze, Hinrich. - : Association for Computational Linguistics, 2020 BASE Show details 58 Monolingual and Multilingual Reduction of Gender Bias in Contextualized Representations ... The 28th International Conference on Computational Linguistics 2020; ., Hinrich; Dufter, Philipp. - : Underline Science Inc., 2020 BASE Show details 59 A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ... Zhao, Mengjie; Zhu, Yi; Shareghi, Ehsan. - : arXiv, 2020 BASE Show details 60 Unsupervised Embedding-based Detection of Lexical Semantic Changes ... Asgari, Ehsaneddin; Ringlstetter, Christoph; Schütze, Hinrich. - : arXiv, 2020 BASE Show details Page: 1 2 3 4 5 6 7...18

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