Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion

Author:

Chen Xiang1,Zhang Ningyu1,Li Lei1,Deng Shumin1,Tan Chuanqi2,Xu Changliang3,Huang Fei2,Si Luo2,Chen Huajun1

Affiliation:

1. Zhejiang University, Hangzhou, China

2. Alibaba Group, Hangzhou, China

3. State Key Laboratory of Media Convergence Production Technology and Systems, Beijing, China

Funder

Zhejiang Provincial Natural Science Foundation of China

Ningbo Natural Science Foundation

National Key R&D Program of China

Yongjiang Talent Introduction Programme

NSFC

Publisher

ACM

Reference60 articles.

1. Omer Arshad , Ignazio Gallo , Shah Nawaz , and Alessandro Calefati . 2019. Aiding intra-text representations with visual context for multimodal named entity recognition. ArXiv preprint , Vol. abs/ 1904 .01356 ( 2019 ). https://arxiv.org/abs/1904.01356 Omer Arshad, Ignazio Gallo, Shah Nawaz, and Alessandro Calefati. 2019. Aiding intra-text representations with visual context for multimodal named entity recognition. ArXiv preprint, Vol. abs/1904.01356 (2019). https://arxiv.org/abs/1904.01356

2. Kurt Bollacker Georg Gottlob and Sergio Flesca. 2008. Freebase: a collaboratively created graph database for structuring human knowledge. In KDD. 1247--1250. Kurt Bollacker Georg Gottlob and Sergio Flesca. 2008. Freebase: a collaboratively created graph database for structuring human knowledge. In KDD. 1247--1250.

3. Antoine Bordes , Nicolas Usunier , Alberto Garcia-Duran , Jason Weston , and Oksana Yakhnenko . 2013 . Translating embeddings for modeling multi-relational data . In Proceedings of the 26th International Conference on Neural Information Processing Systems. 2787--2795 . Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko. 2013. Translating embeddings for modeling multi-relational data. In Proceedings of the 26th International Conference on Neural Information Processing Systems. 2787--2795.

4. Xinlei Chen , Hao Fang , Tsung-Yi Lin , Ramakrishna Vedantam , Saurabh Gupta , Piotr Dollár , and C. Lawrence Zitnick . 2015. Microsoft COCO Captions: Data Collection and Evaluation Server. CoRR , Vol. abs/ 1504 .00325 ( 2015 ). [arXiv]1504.00325 http://arxiv.org/abs/1504.00325 Xinlei Chen, Hao Fang, Tsung-Yi Lin, Ramakrishna Vedantam, Saurabh Gupta, Piotr Dollár, and C. Lawrence Zitnick. 2015. Microsoft COCO Captions: Data Collection and Evaluation Server. CoRR, Vol. abs/1504.00325 (2015). [arXiv]1504.00325 http://arxiv.org/abs/1504.00325

5. Xiang Chen , Ningyu Zhang , Xin Xie , Shumin Deng , Yunzhi Yao , Chuanqi Tan , Fei Huang , Luo Si , and Huajun Chen . 2021. KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction. CoRR , Vol. abs/ 2104 .07650 ( 2021 ). [arXiv]2104.07650 https://arxiv.org/abs/2104.07650 Xiang Chen, Ningyu Zhang, Xin Xie, Shumin Deng, Yunzhi Yao, Chuanqi Tan, Fei Huang, Luo Si, and Huajun Chen. 2021. KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction. CoRR, Vol. abs/2104.07650 (2021). [arXiv]2104.07650 https://arxiv.org/abs/2104.07650

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