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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 Hits 1 – 20 of 28 1 How does the pre-training objective affect what large language models learn about linguistic properties? ... Alajrami, Ahmed; Aletras, Nikolaos. - : arXiv, 2022 Abstract: Several pre-training objectives, such as masked language modeling (MLM), have been proposed to pre-train language models (e.g. BERT) with the aim of learning better language representations. However, to the best of our knowledge, no previous work so far has investigated how different pre-training objectives affect what BERT learns about linguistics properties. We hypothesize that linguistically motivated objectives such as MLM should help BERT to acquire better linguistic knowledge compared to other non-linguistically motivated objectives that are not intuitive or hard for humans to guess the association between the input and the label to be predicted. To this end, we pre-train BERT with two linguistically motivated objectives and three non-linguistically motivated ones. We then probe for linguistic characteristics encoded in the representation of the resulting models. We find strong evidence that there are only small differences in probing performance between the representations learned by the two different ... : Accepted at ACL 2022 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2203.10415 https://arxiv.org/abs/2203.10415 BASE Hide details 2 Automatic Identification and Classification of Bragging in Social Media ... Jin, Mali; Preoţiuc-Pietro, Daniel; Doğruöz, A. Seza. - : arXiv, 2022 BASE Show details 3 Analyzing Online Political Advertisements ... Villegas, Danae Sánchez; Mokaram, Saeid; Aletras, Nikolaos. - : arXiv, 2021 BASE Show details 4 Modeling the Severity of Complaints in Social Media ... Jin, Mali; Aletras, Nikolaos. - : arXiv, 2021 BASE Show details 5 Translation Error Detection as Rationale Extraction ... Fomicheva, Marina; Specia, Lucia; Aletras, Nikolaos. - : arXiv, 2021 BASE Show details 6 Knowledge Distillation for Quality Estimation ... Gajbhiye, Amit; Fomicheva, Marina; Alva-Manchego, Fernando. - : arXiv, 2021 BASE Show details 7 Frustratingly Simple Pretraining Alternatives to Masked Language Modeling ... Yamaguchi, Atsuki; Chrysostomou, George; Margatina, Katerina. - : arXiv, 2021 BASE Show details 8 Analyzing Online Political Advertisements ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Aletras, Nikolaos; Mokaram, Saeid. - : Underline Science Inc., 2021 BASE Show details 9 Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Aletras, Nikolaos; Chrysostomou, George. - : Underline Science Inc., 2021 BASE Show details 10 Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Aletras, Nikolaos; Chrysostomou, George. - : Underline Science Inc., 2021 BASE Show details 11 Modeling the Severity of Complaints in Social Media ... NAACL 2021 2021; Aletras, Nikolaos; Jin, Mali. - : Underline Science Inc., 2021 BASE Show details 12 Active Learning by Acquiring Contrastive Examples ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Aletras, Nikolaos; Barrault, Loïc. - : Underline Science Inc., 2021 BASE Show details 13 In Factuality: Efficient Integration of Relevant Facts for Visual Question Answering ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Aletras, Nikolaos; Barrault, Loïc. - : Underline Science Inc., 2021 BASE Show details 14 Frustratingly Simple Pretraining Alternatives to Masked Language Modeling ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Aletras, Nikolaos; Chrysostomou, George. - : Underline Science Inc., 2021 BASE Show details 15 Knowledge Distillation for Quality Estimation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Aletras, Nikolaos; Alva-Manchego, Fernando. - : Underline Science Inc., 2021 BASE Show details 16 Machine Extraction of Tax Laws from Legislative Texts Han, Luyang; Guillot, Malka; Ash, Elliott In: Proceedings of the Natural Legal Language Processing Workshop 2021 (2021) BASE Show details 17 Point-of-Interest Type Prediction using Text and Images ... Villegas, Danae Sánchez; Aletras, Nikolaos. - : arXiv, 2021 BASE Show details 18 Point-of-Interest Type Prediction using Text and Images ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Aletras, Nikolaos; Sanchez Villegas, Danae. - : Underline Science Inc., 2021 BASE Show details 19 An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Aletras, Nikolaos; Mensah, Samuel. - : Underline Science Inc., 2021 BASE Show details 20 Knowledge distillation for quality estimation Gajbhiye, Amit; Fomicheva, Marina; Alva-Manchego, Fernando. - : Association for Computational Linguistics, 2021 BASE Show details Page: 1 2

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