Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022)

Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor 2022-07 Association for Computational Linguistics Seattle, Washington text conference publication dlg4nlp-2022-deep https://aclanthology.org/2022.dlg4nlp-1.0/ Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts Wenhao Yu author Chenguang Zhu author Lianhui Qin author Zhihan Zhang author Tong Zhao author Meng Jiang author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication yu-etal-2022-diversifying-content 10.18653/v1/2022.dlg4nlp-1.1 https://aclanthology.org/2022.dlg4nlp-1.1/ 2022-07 1 11 Improving Neural Machine Translation with the Abstract Meaning Representation by Combining Graph and Sequence Transformers Changmao Li author Jeffrey Flanigan author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication li-flanigan-2022-improving 10.18653/v1/2022.dlg4nlp-1.2 https://aclanthology.org/2022.dlg4nlp-1.2/ 2022-07 12 21 Continuous Temporal Graph Networks for Event-Based Graph Data Jin Guo author Zhen Han author Su Zhou author Jiliang Li author Volker Tresp author Yuyi Wang author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication guo-etal-2022-continuous 10.18653/v1/2022.dlg4nlp-1.3 https://aclanthology.org/2022.dlg4nlp-1.3/ 2022-07 22 29 Scene Graph Parsing via Abstract Meaning Representation in Pre-trained Language Models Woo Suk Choi author Yu-Jung Heo author Dharani Punithan author Byoung-Tak Zhang author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication choi-etal-2022-scene 10.18653/v1/2022.dlg4nlp-1.4 https://aclanthology.org/2022.dlg4nlp-1.4/ 2022-07 30 35 Graph Neural Networks for Adapting Off-the-shelf General Domain Language Models to Low-Resource Specialised Domains Merieme Bouhandi author Emmanuel Morin author Thierry Hamon author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication bouhandi-etal-2022-graph 10.18653/v1/2022.dlg4nlp-1.5 https://aclanthology.org/2022.dlg4nlp-1.5/ 2022-07 36 42 GraDA: Graph Generative Data Augmentation for Commonsense Reasoning Adyasha Maharana author Mohit Bansal author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication maharana-bansal-2022-grada 10.18653/v1/2022.dlg4nlp-1.6 https://aclanthology.org/2022.dlg4nlp-1.6/ 2022-07 43 59 LiGCN: Label-interpretable Graph Convolutional Networks for Multi-label Text Classification Irene Li author Aosong Feng author Hao Wu author Tianxiao Li author Toyotaro Suzumura author Ruihai Dong author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication li-etal-2022-ligcn 10.18653/v1/2022.dlg4nlp-1.7 https://aclanthology.org/2022.dlg4nlp-1.7/ 2022-07 60 70 Explicit Graph Reasoning Fusing Knowledge and Contextual Information for Multi-hop Question Answering Zhenyun Deng author Yonghua Zhu author Qianqian Qi author Michael Witbrock author Patricia Riddle author 2022-07 text Proceedings of the 2nd Workshop on Deep Learning on Graphs for Natural Language Processing (DLG4NLP 2022) Lingfei Wu editor Bang Liu editor Rada Mihalcea editor Jian Pei editor Yue Zhang editor Yunyao Li editor Association for Computational Linguistics Seattle, Washington conference publication deng-etal-2022-explicit 10.18653/v1/2022.dlg4nlp-1.8 https://aclanthology.org/2022.dlg4nlp-1.8/ 2022-07 71 80