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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 – 8 of 8 1 BERTGEN: Multi-task Generation through BERT ... Mitzalis, Faidon; Caglayan, Ozan; Madhyastha, Pranava; Specia, Lucia. - : arXiv, 2021 Abstract: We present BERTGEN, a novel generative, decoder-only model which extends BERT by fusing multimodal and multilingual pretrained models VL-BERT and M-BERT, respectively. BERTGEN is auto-regressively trained for language generation tasks, namely image captioning, machine translation and multimodal machine translation, under a multitask setting. With a comprehensive set of evaluations, we show that BERTGEN outperforms many strong baselines across the tasks explored. We also show BERTGEN's ability for zero-shot language generation, where it exhibits competitive performance to supervised counterparts. Finally, we conduct ablation studies which demonstrate that BERTGEN substantially benefits from multi-tasking and effectively transfers relevant inductive biases from the pre-trained models. ... : Accepted to ACL 2021 Main Conference ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://arxiv.org/abs/2106.03484 https://dx.doi.org/10.48550/arxiv.2106.03484 BASE Hide details 2 BERTGen: Multi-task Generation through BERT ... 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; Caglayan, Ozan; Madhyastha, Pranava. - : Underline Science Inc., 2021 BASE Show details 3 MSVD-Turkish: A Comprehensive Multimodal Dataset for Integrated Vision and Language Research in Turkish ... Citamak, Begum; Caglayan, Ozan; Kuyu, Menekse. - : arXiv, 2020 BASE Show details 4 Simultaneous Machine Translation with Visual Context ... Caglayan, Ozan; Ive, Julia; Haralampieva, Veneta. - : arXiv, 2020 BASE Show details 5 Multimodal Machine Translation ; Traduction Automatique Multimodale Caglayan, Ozan. - : HAL CCSD, 2019 In: https://tel.archives-ouvertes.fr/tel-02309868 ; Computation and Language [cs.CL]. Le Mans Université, 2019. English. ⟨NNT : 2019LEMA1016⟩ (2019) BASE Show details 6 NMTPY: A Flexible Toolkit for Advanced Neural Machine Translation Systems Caglayan, Ozan; Garcia-Martinez, Mercedes; Bardet, Adrien... In: ISSN: 1804-0462 ; The Prague Bulletin of Mathematical Linguistics ; https://hal-univ-lemans.archives-ouvertes.fr/hal-01647873 ; The Prague Bulletin of Mathematical Linguistics, Univerzita Karlova v Praze, 2017, 109 (1), ⟨10.1515/pralin-2017-0035⟩ (2017) BASE Show details 7 NMTPY: A Flexible Toolkit for Advanced Neural Machine Translation Systems Caglayan Ozan; García-Martínez Mercedes; Bardet Adrien... In: Prague Bulletin of Mathematical Linguistics , Vol 109, Iss 1, Pp 15-28 (2017) (2017) BASE Show details 8 Multimodal Attention for Neural Machine Translation ... Caglayan, Ozan; Barrault, Loïc; Bougares, Fethi. - : arXiv, 2016 BASE Show details

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