@proceedings{deelio-2021-deep,
    title = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.0/"
}
@inproceedings{yun-etal-2021-transformer,
    title = "Transformer visualization via dictionary learning: contextualized embedding as a linear superposition of transformer factors",
    author = "Yun, Zeyu  and
      Chen, Yubei  and
      Olshausen, Bruno  and
      LeCun, Yann",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.1/",
    doi = "10.18653/v1/2021.deelio-1.1",
    pages = "1--10"
}
@inproceedings{becker-etal-2021-reconstructing,
    title = "Reconstructing Implicit Knowledge with Language Models",
    author = "Becker, Maria  and
      Liang, Siting  and
      Frank, Anette",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.2/",
    doi = "10.18653/v1/2021.deelio-1.2",
    pages = "11--24"
}
@inproceedings{balachandran-etal-2021-investigating,
    title = "Investigating the Effect of Background Knowledge on Natural Questions",
    author = "Balachandran, Vidhisha  and
      Dhingra, Bhuwan  and
      Sun, Haitian  and
      Collins, Michael  and
      Cohen, William",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.3/",
    doi = "10.18653/v1/2021.deelio-1.3",
    pages = "25--30"
}
@inproceedings{wu-zhou-2021-augmenting,
    title = "Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs",
    author = "Wu, Junjie  and
      Zhou, Hao",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.4/",
    doi = "10.18653/v1/2021.deelio-1.4",
    pages = "31--39"
}
@inproceedings{miaschi-etal-2021-makes,
    title = "What Makes My Model Perplexed? A Linguistic Investigation on Neural Language Models Perplexity",
    author = "Miaschi, Alessio  and
      Brunato, Dominique  and
      Dell{'}Orletta, Felice  and
      Venturi, Giulia",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.5/",
    doi = "10.18653/v1/2021.deelio-1.5",
    pages = "40--47"
}
@inproceedings{puccetti-etal-2021-bert,
    title = "How Do {BERT} Embeddings Organize Linguistic Knowledge?",
    author = "Puccetti, Giovanni  and
      Miaschi, Alessio  and
      Dell{'}Orletta, Felice",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.6/",
    doi = "10.18653/v1/2021.deelio-1.6",
    pages = "48--57"
}
@inproceedings{bauer-etal-2021-ernie,
    title = "{ERNIE}-{NLI}: Analyzing the Impact of Domain-Specific External Knowledge on Enhanced Representations for {NLI}",
    author = "Bauer, Lisa  and
      Deng, Lingjia  and
      Bansal, Mohit",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.7/",
    doi = "10.18653/v1/2021.deelio-1.7",
    pages = "58--69"
}
@inproceedings{dalal-etal-2021-enhancing,
    title = "Enhancing Multiple-Choice Question Answering with Causal Knowledge",
    author = "Dalal, Dhairya  and
      Arcan, Mihael  and
      Buitelaar, Paul",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.8/",
    doi = "10.18653/v1/2021.deelio-1.8",
    pages = "70--80"
}
@inproceedings{bihani-rayz-2021-low,
    title = "Low Anisotropy Sense Retrofitting ({LAS}e{R}) : Towards Isotropic and Sense Enriched Representations",
    author = "Bihani, Geetanjali  and
      Rayz, Julia",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.9/",
    doi = "10.18653/v1/2021.deelio-1.9",
    pages = "81--95"
}
@inproceedings{jang-etal-2021-kw,
    title = "{KW}-{ATTN}: Knowledge Infused Attention for Accurate and Interpretable Text Classification",
    author = "Jang, Hyeju  and
      Bang, Seojin  and
      Xiao, Wen  and
      Carenini, Giuseppe  and
      Ng, Raymond  and
      Lee, Young ji",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.10/",
    doi = "10.18653/v1/2021.deelio-1.10",
    pages = "96--107"
}
@inproceedings{bagherzadeh-bergler-2021-multi,
    title = "Multi-input Recurrent Independent Mechanisms for leveraging knowledge sources: Case studies on sentiment analysis and health text mining",
    author = "Bagherzadeh, Parsa  and
      Bergler, Sabine",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.11/",
    doi = "10.18653/v1/2021.deelio-1.11",
    pages = "108--118"
}
@inproceedings{srivastava-etal-2021-berts,
    title = "What {BERT}s and {GPT}s know about your brand? Probing contextual language models for affect associations",
    author = "Srivastava, Vivek  and
      Pilli, Stephen  and
      Bhat, Savita  and
      Pedanekar, Niranjan  and
      Karande, Shirish",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.12/",
    doi = "10.18653/v1/2021.deelio-1.12",
    pages = "119--128"
}
@inproceedings{kersten-etal-2021-attention,
    title = "Attention vs non-attention for a Shapley-based explanation method",
    author = "Kersten, Tom  and
      Wong, Hugh Mee  and
      Jumelet, Jaap  and
      Hupkes, Dieuwke",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.13/",
    doi = "10.18653/v1/2021.deelio-1.13",
    pages = "129--139"
}
@inproceedings{sakamoto-aizawa-2021-predicting,
    title = "Predicting Numerals in Natural Language Text Using a Language Model Considering the Quantitative Aspects of Numerals",
    author = "Sakamoto, Taku  and
      Aizawa, Akiko",
    editor = "Agirre, Eneko  and
      Apidianaki, Marianna  and
      Vuli{\'c}, Ivan",
    booktitle = "Proceedings of Deep Learning Inside Out (DeeLIO): The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures",
    month = jun,
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/dashboard/2021.deelio-1.14/",
    doi = "10.18653/v1/2021.deelio-1.14",
    pages = "140--150"
}