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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
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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
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3
MSVD-Turkish: A Comprehensive Multimodal Dataset for Integrated Vision and Language Research in Turkish ...
Citamak, Begum
;
Caglayan, Ozan
;
Kuyu, Menekse
. - : arXiv, 2020
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4
Simultaneous Machine Translation with Visual Context ...
Caglayan, Ozan
;
Ive, Julia
;
Haralampieva, Veneta
. - : arXiv, 2020
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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)
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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)
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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)
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8
Multimodal Attention for Neural Machine Translation ...
Caglayan, Ozan
;
Barrault, Loïc
;
Bougares, Fethi
. - : arXiv, 2016
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