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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 – 14 of 14 1 BERTGEN: Multi-task Generation through BERT ... Mitzalis, Faidon; Caglayan, Ozan; Madhyastha, Pranava. - : arXiv, 2021 BASE Show 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; Mitzalis, Faidon; Specia, Lucia. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.503 Abstract: We present BERTGen, a novel, generative, decoder-only model which extends BERT by fusing multimodal and multilingual pre-trained 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 multi-task 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. ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://dx.doi.org/10.48448/8fnp-v092 https://underline.io/lecture/25722-bertgen-multi-task-generation-through-bert BASE Hide details 3 MultiSubs: A Large-scale Multimodal and Multilingual Dataset ... Wang, Josiah; Madhyastha, Pranava; Figueiredo, Josiel. - : arXiv, 2021 BASE Show details 4 Read, spot and translate Specia, Lucia; Wang, Josiah; Lee, Sun Jae... In: Mach Transl (2021) BASE Show details 5 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 6 Simultaneous Machine Translation with Visual Context ... Caglayan, Ozan; Ive, Julia; Haralampieva, Veneta. - : arXiv, 2020 BASE Show details 7 End-to-end Image Captioning Exploits Multimodal Distributional Similarity ... Madhyastha, Pranava; Wang, Josiah; Specia, Lucia. - : arXiv, 2018 BASE Show details 8 Defoiling Foiled Image Captions ... Madhyastha, Pranava; Wang, Josiah; Specia, Lucia. - : arXiv, 2018 BASE Show details 9 Object Counts! Bringing Explicit Detections Back into Image Captioning ... Wang, Josiah; Madhyastha, Pranava; Specia, Lucia. - : arXiv, 2018 BASE Show details 10 Unraveling the Contribution of Image Captioning and Neural Machine Translation for Multimodal Machine Translation Lala Chiraag; Madhyastha Pranava; Wang Josiah... In: Prague Bulletin of Mathematical Linguistics , Vol 108, Iss 1, Pp 197-208 (2017) (2017) BASE Show details 11 Structured prediction with output embeddings for semantic image annotation Simo-Serra, Edgar; Quattoni, Ariadna; Ramisa, Arnau. - : Association for Computational Linguistics, 2016 BASE Show details 12 Resolving Out-of-Vocabulary Words with Bilingual Embeddings in Machine Translation ... Madhyastha, Pranava Swaroop; España-Bonet, Cristina. - : arXiv, 2016 BASE Show details 13 Semantic tuples for evaluation of image sentence generation Quattoni, Ariadna; Ramisa, Arnau; Swaroop Madhyastha, Pranava. - : Association for Computational Linguistics, 2015 BASE Show details 14 Tailoring Word Embeddings for Bilexical Predictions: An Experimental Comparison ... Madhyastha, Pranava Swaroop; Carreras, Xavier; Quattoni, Ariadna. - : arXiv, 2014 BASE Show details

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