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@inproceedings{libovicky2017attention,
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@inproceedings{calixto2017incorporating,
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@inproceedings{barrault2018findings,
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@inproceedings{caglayan2018LIUM-CVC,
    title = "{LIUM}-{CVC} Submissions for {WMT}18 Multimodal Translation Task",
    author = {Caglayan, Ozan  and
      Bardet, Adrien  and
      Bougares, Fethi  and
      Barrault, Lo{\"\i}c  and
      Wang, Kai  and
      Masana, Marc  and
      Herranz, Luis  and
      van de Weijer, Joost},
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    year = "2018",
    address = "Belgium, Brussels",
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}

@inproceedings{gronroos2018MeMAD,
    title = "The {M}e{MAD} Submission to the {WMT}18 Multimodal Translation Task",
    author = {Gr{\"o}nroos, Stig-Arne  and
      Huet, Benoit  and
      Kurimo, Mikko  and
      Laaksonen, Jorma  and
      Merialdo, Bernard  and
      Pham, Phu  and
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    year = "2018",
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@inproceedings{gwinnup2018AFRL-Ohio,
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@inproceedings{helcl2018CUNI,
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    year = "2018",
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@inproceedings{lala2018sheffield,
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      Madhyastha, Pranava Swaroop  and
      Scarton, Carolina  and
      Specia, Lucia",
    booktitle = "Proceedings of the Third Conference on Machine Translation: Shared Task Papers",
    month = oct,
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    address = "Belgium, Brussels",
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@inproceedings{zheng2018ensemble,
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      Yang, Yilin  and
      Ma, Mingbo  and
      Huang, Liang",
    booktitle = "Proceedings of the Third Conference on Machine Translation: Shared Task Papers",
    month = oct,
    year = "2018",
    address = "Belgium, Brussels",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/W18-6443",
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  title={Umons submission for wmt18 multimodal translation task},
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  year={2018}
}

@inproceedings{libovicky2018input,
    title = "Input Combination Strategies for Multi-Source Transformer Decoder",
    author = "Libovick{\'y}, Jind{\v{r}}ich  and
      Helcl, Jind{\v{r}}ich  and
      Mare{\v{c}}ek, David",
    booktitle = "Proceedings of the Third Conference on Machine Translation: Research Papers",
    month = oct,
    year = "2018",
    address = "Belgium, Brussels",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/W18-6326",
    doi = "10.18653/v1/W18-6326",
    pages = "253--260",
}

@inproceedings{shin2018multi,
    title = "Multi-encoder Transformer Network for Automatic Post-Editing",
    author = "Shin, Jaehun  and
      Lee, Jong-Hyeok",
    booktitle = "Proceedings of the Third Conference on Machine Translation: Shared Task Papers",
    month = oct,
    year = "2018",
    address = "Belgium, Brussels",
    publisher = "Association for Computational Linguistics",
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    pages = "840--845",
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  year={2018}
}

@article{miculicich2018document,
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  year={2018}
}

@article{devlin2018bert,
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  year={2018}
}

@article{yang2018improving,
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}

@article{wu2018adversarial,
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@InProceedings{anderson2018bottom,
author = {Anderson, Peter and He, Xiaodong and Buehler, Chris and Teney, Damien and Johnson, Mark and Gould, Stephen and Zhang, Lei},
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booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2018}
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@article{caglayan2019probing,
  title={Probing the Need for Visual Context in Multimodal Machine Translation},
  author={Caglayan, Ozan and Madhyastha, Pranava and Specia, Lucia and Barrault, Lo{\"\i}c},
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  year={2019}
}

@inproceedings{su2019unsupervised,
  title={Unsupervised multi-modal neural machine translation},
  author={Su, Yuanhang and Fan, Kai and Bach, Nguyen and Kuo, C-C Jay and Huang, Fei},
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  year={2019}
}

@article{ive2019distilling,
  title={Distilling Translations with Visual Awareness},
  author={Ive, Julia and Madhyastha, Pranava and Specia, Lucia},
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  year={2019}
}

@inproceedings{calixto2019latent,
  title={Latent Variable Model for Multi-modal Translation},
  author={Calixto, Iacer and Rios, Miguel and Aziz, Wilker},
  booktitle={Proceedings of the 57th Conference of the Association for Computational Linguistics},
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  year={2019}
}

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  title={From Words to Sentences: A Progressive Learning Approach for Zero-resource Machine Translation with Visual Pivots},
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  year={2019}
}

@article{dai2019transformerxl,
  title={Transformer-xl: Attentive language models beyond a fixed-length context},
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  year={2019}
}

@article{yang2019xlnet,
  title={XLNet: Generalized Autoregressive Pretraining for Language Understanding},
  author={Yang, Zhilin and Dai, Zihang and Yang, Yiming and Carbonell, Jaime and Salakhutdinov, Ruslan and Le, Quoc V},
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  year={2019}
}

@inproceedings{liu2019hierarchical,
  title = "Hierarchical Transformers for Multi-Document Summarization",
  author = "Liu, Yang  and
    Lapata, Mirella",
  booktitle = "Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics",
  month = jul,
  year = "2019",
  address = "Florence, Italy",
  publisher = "Association for Computational Linguistics",
  url = "https://www.aclweb.org/anthology/P19-1500",
  pages = "5070--5081"
}

@article{pourdamghani2019translating,
  author = {Nima Pourdamghani and Nada Aldarrab and
            Marjan Ghazvininejad and Kevin Knight and
            Jonathan May},
  title = {Translating Translationese: {A} Two-Step Approach to Unsupervised
          Machine Translation},
  journal = {CoRR},
  volume = {abs/1906.05683},
  year = {2019},
  archivePrefix = {arXiv},
  eprint = {1906.05683}
}

@inproceedings{hirasawa2019debiasing,
  title = "Debiasing Word Embeddings Improves Multimodal Machine Translation",
  author = "Hirasawa, Tosho  and
    Komachi, Mamoru",
  booktitle = "Proceedings of Machine Translation Summit XVII Volume 1: Research Track",
  month = "19{--}23 " # aug,
  year = "2019",
  address = "Dublin, Ireland",
  publisher = "European Association for Machine Translation",
  url = "https://www.aclweb.org/anthology/W19-6604",
  pages = "32--42",
}

@article{mogadala2019trends,
  author = {Aditya Mogadala and Marimuthu Kalimuthu and
            Dietrich Klakow},
  title = {Trends in Integration of Vision and Language Research: {A} Survey
          of Tasks, Datasets, and Methods},
  journal = {CoRR},
  volume = {abs/1907.09358},
  year = {2019},
  url = {http://arxiv.org/abs/1907.09358},
  archivePrefix = {arXiv}
}

@Article{calixto2019error,
  author="Calixto, Iacer and Liu, Qun",
  title="An error analysis for image-based multi-modal neural machine translation",
  journal="Machine Translation",
  year="2019",
  month="Jun",
  day="01",
  volume="33",
  number="1",
  pages="155--177",
}

@article{zhou2019synchronous,
  title={Synchronous bidirectional neural machine translation},
  author={Zhou, Long and Zhang, Jiajun and Zong, Chengqing},
  journal={Transactions of the Association for Computational Linguistics},
  volume={7},
  pages={91--105},
  year={2019},
  publisher={MIT Press}
}

@article{hirasawa2019multimodal,
  title={Multimodal Machine Translation with Embedding Prediction},
  author={Hirasawa, Tosho and Yamagishi, Hayahide and Matsumura, Yukio and Komachi, Mamoru},
  journal={arXiv preprint arXiv:1904.00639},
  year={2019}
}

@article{qian2018multimodal,
  title={Multimodal Machine Translation with Reinforcement Learning},
  author={Qian, Xin and Zhong, Ziyi and Zhou, Jieli},
  journal={arXiv preprint arXiv:1805.02356},
  year={2018}
}

@inproceedings{nguyen2018improved,
  title={Improved fusion of visual and language representations by dense symmetric co-attention for visual question answering},
  author={Nguyen, Duy-Kien and Okatani, Takayuki},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  pages={6087--6096},
  year={2018}
}

@article{zoph2016multi,
  title={Multi-source neural translation},
  author={Zoph, Barret and Knight, Kevin},
  journal={arXiv preprint arXiv:1601.00710},
  year={2016}
}

@inproceedings{li2019beyond,
  title={Beyond RNNs: Positional Self-Attention with Co-Attention for Video Question Answering},
  author={Li, Xiangpeng and Song, Jingkuan and Gao, Lianli and Liu, Xianglong and Huang, Wenbing and He, Xiangnan and Gan, Chuang},
  year={2019}
}

@inproceedings{lu2016hierarchical,
  title={Hierarchical question-image co-attention for visual question answering},
  author={Lu, Jiasen and Yang, Jianwei and Batra, Dhruv and Parikh, Devi},
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  pages={289--297},
  year={2016}
}

@inproceedings{wang2018object,
  title = "Object Counts! Bringing Explicit Detections Back into Image Captioning",
  author = "Wang, Josiah  and
    Madhyastha, Pranava Swaroop  and
    Specia, Lucia",
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  month = jun,
  year = "2018",
  address = "New Orleans, Louisiana",
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@inproceedings{yu2019deep,
  title={Deep Modular Co-Attention Networks for Visual Question Answering},
  author={Yu, Zhou and Yu, Jun and Cui, Yuhao and Tao, Dacheng and Tian, Qi},
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@inproceedings{wu2019editing,
  author = {Wu, Liang and Zhang, Chengquan and Liu, Jiaming and Han, Junyu and Liu, Jingtuo and Ding, Errui and Bai, Xiang},
  title = {Editing Text in the Wild},
  year = {2019},
  isbn = {9781450368896},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  url = {https://doi.org/10.1145/3343031.3350929},
  doi = {10.1145/3343031.3350929},
  booktitle = {Proceedings of the 27th ACM International Conference on Multimedia},
  pages = {1500–1508},
  numpages = {9},
  keywords = {gan, text editing, text erasure, text synthesis},
  location = {Nice, France},
  series = {MM ’19}
}

@inproceedings{guo2019aligning,
  author = {Guo, Longteng and Liu, Jing and Tang, Jinhui and Li, Jiangwei and Luo, Wei and Lu, Hanqing},
  title = {Aligning Linguistic Words and Visual Semantic Units for Image Captioning},
  year = {2019},
  isbn = {9781450368896},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  url = {https://doi.org/10.1145/3343031.3350943},
  doi = {10.1145/3343031.3350943},
  booktitle = {Proceedings of the 27th ACM International Conference on Multimedia},
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  numpages = {9},
  keywords = {vision-language, image captioning, visual relationship, graph convolutional networks},
  location = {Nice, France},
  series = {MM ’19}
}

@inproceedings{li2019walking,
  author = {Li, Juncheng and Tang, Siliang and Wu, Fei and Zhuang, Yueting},
  title = {Walking with MIND: Mental Imagery ENhanceD Embodied QA},
  year = {2019},
  isbn = {9781450368896},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  url = {https://doi.org/10.1145/3343031.3351017},
  doi = {10.1145/3343031.3351017},
  booktitle = {Proceedings of the 27th ACM International Conference on Multimedia},
  pages = {1211–1219},
  numpages = {9},
  keywords = {embodied question-answering, multi-modal understanding, cross-media, vision-and-language navigation},
  location = {Nice, France},
  series = {MM ’19}
}