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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 – 19 of 19 1 Dense Contrastive Visual-Linguistic Pretraining ... Shi, Lei; Shuang, Kai; Geng, Shijie; Gao, Peng; Fu, Zuohui; de Melo, Gerard; Chen, Yunpeng; Su, Sen. - : arXiv, 2021 Abstract: Inspired by the success of BERT, several multimodal representation learning approaches have been proposed that jointly represent image and text. These approaches achieve superior performance by capturing high-level semantic information from large-scale multimodal pretraining. In particular, LXMERT and UNITER adopt visual region feature regression and label classification as pretext tasks. However, they tend to suffer from the problems of noisy labels and sparse semantic annotations, based on the visual features having been pretrained on a crowdsourced dataset with limited and inconsistent semantic labeling. To overcome these issues, we propose unbiased Dense Contrastive Visual-Linguistic Pretraining (DCVLP), which replaces the region regression and classification with cross-modality region contrastive learning that requires no annotations. Two data augmentation strategies (Mask Perturbation and Intra-/Inter-Adversarial Perturbation) are developed to improve the quality of negative samples used in contrastive ... : Accepted by ACM Multimedia 2021. arXiv admin note: text overlap with arXiv:2007.13135 ... Keyword: Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences URL: https://arxiv.org/abs/2109.11778 https://dx.doi.org/10.48550/arxiv.2109.11778 BASE Hide details 2 Assessing Emoji Use in Modern Text Processing Tools ... 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; de Melo, Gerard; Shoeb, Abu Awal Md. - : Underline Science Inc., 2021 BASE Show details 3 Guilt by Association: Emotion Intensities in Lexical Representations ... Raji, Shahab; de Melo, Gerard. - : arXiv, 2021 BASE Show details 4 Guilt by Association: Emotion Intensities in Lexical Representations ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; de Melo, Gerard; Raji, Shahab. - : Underline Science Inc., 2021 BASE Show details 5 Neural methods for document understanding Abdellatif, Mohamed (author); Elgammal, Ahmed (chair); De Melo, Gerard (member). - 2021 BASE Show details 6 Leveraging Adversarial Training in Self-Learning for Cross-Lingual Text Classification ... Dong, Xin; Zhu, Yaxin; Zhang, Yupeng. - : arXiv, 2020 BASE Show details 7 Contrastive Visual-Linguistic Pretraining ... Shi, Lei; Shuang, Kai; Geng, Shijie. - : arXiv, 2020 BASE Show details 8 Incorporating Pragmatic Reasoning Communication into Emergent Language ... Kang, Yipeng; Wang, Tonghan; de Melo, Gerard. - : arXiv, 2020 BASE Show details 9 Sentence Analogies: Exploring Linguistic Relationships and Regularities in Sentence Embeddings ... Zhu, Xunjie; de Melo, Gerard. - : arXiv, 2020 BASE Show details 10 Sentence Analogies: Linguistic Regularities in Sentence Embeddings ... The 28th International Conference on Computational Linguistics 2020; de Melo, Gerard; Zhu, Xunjie. - : Underline Science Inc., 2020 BASE Show details 11 1055 - Domain-Specific Sentiment Lexicons Induced from Labeled Documents ... The 28th International Conference on Computational Linguistics 2020; de Melo, Gerard; Dong, Xin. - : Underline Science Inc., 2020 BASE Show details 12 Cross-Lingual Emotion Lexicon Induction using Representation Alignment in Low-Resource Settings ... The 28th International Conference on Computational Linguistics 2020; de Melo, Gerard; Ramachandran, Arun. - : Underline Science Inc., 2020 BASE Show details 13 The Open Linguistics Working Group: Developing the Linguistic Linked Open Data Cloud ... McCrae, John Philip; Chiarcos, Christian; Bond, Francis. - : European Language Resources Association (ELRA), 2016 BASE Show details 14 The Open Linguistics Working Group: Developing the Linguistic Linked Open Data Cloud McCrae, John Philip; Chiarcos, Christian; Bond, Francis... In: McCrae, John Philip; Chiarcos, Christian; Bond, Francis; Cimiano, Philipp; Declerck, Thierry; de Melo, Gerard; Gracia, Jorge; Hellmann, Sebastian; Klimek, Bettina; Moran, Steven; Osenova, Petya; Pareja-Lora, Antonio; Pool, Jonathan (2016). The Open Linguistics Working Group: Developing the Linguistic Linked Open Data Cloud. In: Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC 2016), Portorož, Slovenia, 23 May 2016 - 28 May 2016. European Language Resources Association (ELRA), 2435-2441. (2016) BASE Show details 15 Graph-based methods for large-scale multilingual knowledge integration De Melo, Gerard. - Saarbrücken : Universaar, 2012 UB Frankfurt Linguistik Show details 16 Graph-based Methods for Large-Scale Multilingual Knowledge Integration ... De Melo, Gerard. - : Universität des Saarlandes, 2012 BASE Show details 17 Graph-based Methods for Large-Scale Multilingual Knowledge Integration de Melo, Gerard. - : Universität des Saarlandes, 2012. : Fakultät 6 - Naturwissenschaftlich-Technische Fakultät I. Fachrichtung 6.2 - Informatik, 2012 BASE Show details 18 Graph-based Methods for Large-Scale Multilingual Knowledge Integration de Melo, Gerard. - : Saarländische Universitäts- und Landesbibliothek, 2012 BASE Show details 19 Untangling the cross-lingual link structure of Wikipedia De Melo, Gerard; Weikum, Gerhard In: Association for Computational Linguistics. Proceedings of the conference. - Stroudsburg, Penn. : ACL 48 (2010) 2, 844-853 BLLDB Show details

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