{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,11]],"date-time":"2026-04-11T13:03:50Z","timestamp":1775912630579,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":63,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,7,6]],"date-time":"2022-07-06T00:00:00Z","timestamp":1657065600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Zhejiang Provincial Natural Science Foundation of China","award":["LGG22F030011"],"award-info":[{"award-number":["LGG22F030011"]}]},{"name":"Ningbo Natural Science Foundation","award":["LGG22F030011"],"award-info":[{"award-number":["LGG22F030011"]}]},{"name":"National Key R&D Program of China","award":["SQ2018YFC000004"],"award-info":[{"award-number":["SQ2018YFC000004"]}]},{"name":"Yongjiang Talent Introduction Programme","award":["2021A-156-G"],"award-info":[{"award-number":["2021A-156-G"]}]},{"name":"NSFC","award":["91846204?U19B2027"],"award-info":[{"award-number":["91846204?U19B2027"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,7,6]]},"DOI":"10.1145\/3477495.3531992","type":"proceedings-article","created":{"date-parts":[[2022,7,7]],"date-time":"2022-07-07T15:12:13Z","timestamp":1657206733000},"page":"904-915","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":182,"title":["Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion"],"prefix":"10.1145","author":[{"given":"Xiang","family":"Chen","sequence":"first","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}]},{"given":"Ningyu","family":"Zhang","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}]},{"given":"Lei","family":"Li","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}]},{"given":"Shumin","family":"Deng","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}]},{"given":"Chuanqi","family":"Tan","sequence":"additional","affiliation":[{"name":"Alibaba Group, Hangzhou, China"}]},{"given":"Changliang","family":"Xu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Media Convergence Production Technology and Systems, Beijing, China"}]},{"given":"Fei","family":"Huang","sequence":"additional","affiliation":[{"name":"Alibaba Group, Hangzhou, China"}]},{"given":"Luo","family":"Si","sequence":"additional","affiliation":[{"name":"Alibaba Group, Hangzhou, China"}]},{"given":"Huajun","family":"Chen","sequence":"additional","affiliation":[{"name":"Zhejiang University, Hangzhou, China"}]}],"member":"320","published-online":{"date-parts":[[2022,7,7]]},"reference":[{"key":"e_1_3_2_2_1_1","volume-title":"Aiding intra-text representations with visual context for multimodal named entity recognition. ArXiv preprint","author":"Arshad Omer","year":"2019","unstructured":"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"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"crossref","unstructured":"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.","DOI":"10.1145\/1376616.1376746"},{"key":"e_1_3_2_2_3_1","volume-title":"Proceedings of the 26th International Conference on Neural Information Processing Systems. 2787--2795","author":"Bordes Antoine","year":"2013","unstructured":"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."},{"key":"e_1_3_2_2_4_1","volume-title":"Microsoft COCO Captions: Data Collection and Evaluation Server. CoRR","author":"Chen Xinlei","year":"2015","unstructured":"Xinlei Chen , Hao Fang , Tsung-Yi Lin , Ramakrishna Vedantam , Saurabh Gupta , Piotr Doll\u00e1r , 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 Doll\u00e1r, 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"},{"key":"e_1_3_2_2_5_1","volume-title":"KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction. CoRR","author":"Chen Xiang","year":"2021","unstructured":"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"},{"key":"e_1_3_2_2_6_1","volume-title":"Proceedings, Part XXX (Lecture Notes in Computer Science","volume":"120","author":"Chen Yen-Chun","year":"2020","unstructured":"Yen-Chun Chen , Linjie Li , Licheng Yu , Ahmed El Kholy , Faisal Ahmed , Zhe Gan , Yu Cheng , and Jingjing Liu . 2020 . UNITER: UNiversal Image-TExt Representation Learning. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow, UK, August 23--28, 2020 , Proceedings, Part XXX (Lecture Notes in Computer Science , Vol. 12375), Andrea Vedaldi, Horst Bischof, Thomas Brox, and Jan-Michael Frahm (Eds.). Springer, 104-- 120 . https:\/\/doi.org\/10.1007\/978-3-030-58577-8_7 10.1007\/978-3-030-58577-8_7 Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed, Zhe Gan, Yu Cheng, and Jingjing Liu. 2020. UNITER: UNiversal Image-TExt Representation Learning. In Computer Vision - ECCV 2020 - 16th European Conference, Glasgow, UK, August 23--28, 2020, Proceedings, Part XXX (Lecture Notes in Computer Science, Vol. 12375), Andrea Vedaldi, Horst Bischof, Thomas Brox, and Jan-Michael Frahm (Eds.). Springer, 104--120. https:\/\/doi.org\/10.1007\/978-3-030-58577-8_7"},{"key":"e_1_3_2_2_7_1","volume-title":"Knowledge Neurons in Pretrained Transformers. CoRR","author":"Dai Damai","year":"2021","unstructured":"Damai Dai , Li Dong , Yaru Hao , Zhifang Sui , and Furu Wei . 2021. Knowledge Neurons in Pretrained Transformers. CoRR , Vol. abs\/ 2104 .08696 ( 2021 ). [arXiv]2104.08696 https:\/\/arxiv.org\/abs\/2104.08696 Damai Dai, Li Dong, Yaru Hao, Zhifang Sui, and Furu Wei. 2021. Knowledge Neurons in Pretrained Transformers. CoRR, Vol. abs\/2104.08696 (2021). [arXiv]2104.08696 https:\/\/arxiv.org\/abs\/2104.08696"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308560.3317701"},{"key":"e_1_3_2_2_9_1","first-page":"19","volume-title":"Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies","volume":"1","author":"Devlin Jacob","year":"2019","unstructured":"Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171--4186. https:\/\/doi.org\/10. 18653\/v1\/N 19 - 1423 10.18653\/v1 Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171--4186. https:\/\/doi.org\/10.18653\/v1\/N19-1423"},{"key":"e_1_3_2_2_10_1","volume-title":"Utilizing Knowledge Graphs for Text-Centric Information Retrieval. In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018","author":"Dietz Laura","year":"2018","unstructured":"Laura Dietz , Alexander Kotov , and Edgar Meij . 2018 . Utilizing Knowledge Graphs for Text-Centric Information Retrieval. In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018 , Ann Arbor, MI, USA , July 08-12, 2018,, Kevyn Collins-Thompson, Qiaozhu Mei, Brian D. Davison, Yiqun Liu, and Emine Yilmaz (Eds.). ACM, 1387--1390. https:\/\/doi.org\/10.1145\/3209978.3210187 10.1145\/3209978.3210187 Laura Dietz, Alexander Kotov, and Edgar Meij. 2018. Utilizing Knowledge Graphs for Text-Centric Information Retrieval. In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, USA, July 08-12, 2018,, Kevyn Collins-Thompson, Qiaozhu Mei, Brian D. Davison, Yiqun Liu, and Emine Yilmaz (Eds.). ACM, 1387--1390. https:\/\/doi.org\/10.1145\/3209978.3210187"},{"key":"e_1_3_2_2_11_1","volume-title":"9th International Conference on Learning Representations, ICLR 2021","author":"Dosovitskiy Alexey","year":"2021","unstructured":"Alexey Dosovitskiy , Lucas Beyer , Alexander Kolesnikov , Dirk Weissenborn , Xiaohua Zhai , Thomas Unterthiner , Mostafa Dehghani , Matthias Minderer , Georg Heigold , Sylvain Gelly , Jakob Uszkoreit , and Neil Houlsby . 2021 . An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale . In 9th International Conference on Learning Representations, ICLR 2021 , Virtual Event, Austria , May 3-7, 2021. OpenReview.net. https:\/\/openreview.net\/forum?id=YicbFdNTTy Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby. 2021. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. In 9th International Conference on Learning Representations, ICLR 2021, Virtual Event, Austria, May 3-7, 2021. OpenReview.net. https:\/\/openreview.net\/forum?id=YicbFdNTTy"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.acl-long.295"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.emnlp-main.446"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2916887"},{"key":"e_1_3_2_2_15_1","volume-title":"Towards a Unified View of Parameter-Efficient Transfer Learning. CoRR","author":"He Junxian","year":"2021","unstructured":"Junxian He , Chunting Zhou , Xuezhe Ma , Taylor Berg-Kirkpatrick , and Graham Neubig . 2021. Towards a Unified View of Parameter-Efficient Transfer Learning. CoRR , Vol. abs\/ 2110 .04366 ( 2021 ). showeprint[arXiv]2110.04366 https:\/\/arxiv.org\/abs\/2110.04366 Junxian He, Chunting Zhou, Xuezhe Ma, Taylor Berg-Kirkpatrick, and Graham Neubig. 2021. Towards a Unified View of Parameter-Efficient Transfer Learning. CoRR, Vol. abs\/2110.04366 (2021). showeprint[arXiv]2110.04366 https:\/\/arxiv.org\/abs\/2110.04366"},{"key":"e_1_3_2_2_16_1","volume-title":"Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016","author":"He Kaiming","year":"2016","unstructured":"Kaiming He , Xiangyu Zhang , Shaoqing Ren , and Jian Sun . 2016 . Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016 , Las Vegas, NV, USA , June 27-30, 2016. IEEE Computer Society, 770--778. https:\/\/doi.org\/10.1109\/CVPR.2016.90 10.1109\/CVPR.2016.90 Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016. Deep Residual Learning for Image Recognition. In 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016, Las Vegas, NV, USA, June 27-30, 2016. IEEE Computer Society, 770--778. https:\/\/doi.org\/10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_2_17_1","volume-title":"Improving Sequential Recommendation with Knowledge-Enhanced Memory Networks. In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018","author":"Huang Jin","year":"2018","unstructured":"Jin Huang , Wayne Xin Zhao , Hongjian Dou , Ji-Rong Wen , and Edward Y. Chang . 2018 . Improving Sequential Recommendation with Knowledge-Enhanced Memory Networks. In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018 , Ann Arbor, MI, USA , July 08-12, 2018 ,, Kevyn Collins-Thompson, Qiaozhu Mei, Brian D. Davison, Yiqun Liu, and Emine Yilmaz (Eds.). ACM, 505--514. https:\/\/doi.org\/10.1145\/3209978.3210017 10.1145\/3209978.3210017 Jin Huang, Wayne Xin Zhao, Hongjian Dou, Ji-Rong Wen, and Edward Y. Chang. 2018. Improving Sequential Recommendation with Knowledge-Enhanced Memory Networks. In The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, USA, July 08-12, 2018,, Kevyn Collins-Thompson, Qiaozhu Mei, Brian D. Davison, Yiqun Liu, and Emine Yilmaz (Eds.). ACM, 505--514. https:\/\/doi.org\/10.1145\/3209978.3210017"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-1030"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-1030"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6795"},{"key":"e_1_3_2_2_21_1","volume-title":"Visualbert: A simple and performant baseline for vision and language. ArXiv preprint","author":"Li Liunian Harold","year":"2019","unstructured":"Liunian Harold Li , Mark Yatskar , Da Yin , Cho-Jui Hsieh , and Kai-Wei Chang . 2019 . Visualbert: A simple and performant baseline for vision and language. ArXiv preprint , Vol. abs\/ 1908 .03557 (2019). https:\/\/arxiv.org\/abs\/1908.03557 Liunian Harold Li, Mark Yatskar, Da Yin, Cho-Jui Hsieh, and Kai-Wei Chang. 2019. Visualbert: A simple and performant baseline for vision and language. ArXiv preprint, Vol. abs\/1908.03557 (2019). https:\/\/arxiv.org\/abs\/1908.03557"},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.acl-long.353"},{"key":"e_1_3_2_2_23_1","volume-title":"Noisy-Labeled NER with Confidence Estimation","author":"Liu Kun","year":"1865","unstructured":"Kun Liu , Yao Fu , Chuanqi Tan , Mosha Chen , Ningyu Zhang , Songfang Huang , and Sheng Gao . 2021. Noisy-Labeled NER with Confidence Estimation . In Proceedings of NAACL. Association for Computational Linguistics , 3437--3445. https:\/\/doi.org\/10. 1865 3\/v1\/2021.naacl-main.269 10.18653\/v1 Kun Liu, Yao Fu, Chuanqi Tan, Mosha Chen, Ningyu Zhang, Songfang Huang, and Sheng Gao. 2021. Noisy-Labeled NER with Confidence Estimation. In Proceedings of NAACL. Association for Computational Linguistics, 3437--3445. https:\/\/doi.org\/10.18653\/v1\/2021.naacl-main.269"},{"key":"e_1_3_2_2_24_1","volume-title":"ESWC 2019, Portorovz, Slovenia, June 2-6, 2019, Proceedings (Lecture Notes in Computer Science","volume":"474","author":"Liu Ye","unstructured":"Ye Liu , Hui Li , Alberto Garc\u00eda-Dur\u00e1n , Mathias Niepert , Daniel O\u00f1oro-Rubio , and David S. Rosenblum . 2019. MMKG: Multi-modal Knowledge Graphs. In The Semantic Web - 16th International Conference , ESWC 2019, Portorovz, Slovenia, June 2-6, 2019, Proceedings (Lecture Notes in Computer Science , Vol. 11503), Pascal Hitzler, Miriam Fern\u00e1ndez, Krzysztof Janowicz, Amrapali Zaveri, Alasdair J. G. Gray, Vanessa L\u00f3 pez, Armin Haller, and Karl Hammar (Eds.). Springer, 459-- 474 . https:\/\/doi.org\/10.1007\/978-3-030-21348-0_30 10.1007\/978-3-030-21348-0_30 Ye Liu, Hui Li, Alberto Garc\u00eda-Dur\u00e1n, Mathias Niepert, Daniel O\u00f1oro-Rubio, and David S. Rosenblum. 2019. MMKG: Multi-modal Knowledge Graphs. In The Semantic Web - 16th International Conference, ESWC 2019, Portorovz, Slovenia, June 2-6, 2019, Proceedings (Lecture Notes in Computer Science, Vol. 11503), Pascal Hitzler, Miriam Fern\u00e1ndez, Krzysztof Janowicz, Amrapali Zaveri, Alasdair J. G. Gray, Vanessa L\u00f3 pez, Armin Haller, and Karl Hammar (Eds.). Springer, 459--474. https:\/\/doi.org\/10.1007\/978-3-030-21348-0_30"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P18-1185"},{"key":"e_1_3_2_2_26_1","volume-title":"Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems","author":"Lu Jiasen","year":"2019","unstructured":"Jiasen Lu , Dhruv Batra , Devi Parikh , and Stefan Lee . 2019 a. ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks . In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019 , NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada,, Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alch\u00e9-Buc, Emily B. Fox, and Roman Garnett (Eds .). 13--23. https:\/\/proceedings.neurips.cc\/paper\/2019\/hash\/c74d97b01eae257e44aa9d5bade97baf-Abstract.html Jiasen Lu, Dhruv Batra, Devi Parikh, and Stefan Lee. 2019 a. ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks. In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada,, Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alch\u00e9-Buc, Emily B. Fox, and Roman Garnett (Eds.). 13--23. https:\/\/proceedings.neurips.cc\/paper\/2019\/hash\/c74d97b01eae257e44aa9d5bade97baf-Abstract.html"},{"key":"e_1_3_2_2_27_1","volume-title":"Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems","author":"Lu Jiasen","year":"2019","unstructured":"Jiasen Lu , Dhruv Batra , Devi Parikh , and Stefan Lee . 2019 b. ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks . In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019 , NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada,, Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alch\u00e9 -Buc, Emily B. Fox, and Roman Garnett (Eds .). 13--23. https:\/\/proceedings.neurips.cc\/paper\/2019\/hash\/c74d97b01eae257e44aa9d5bade97baf-Abstract.html Jiasen Lu, Dhruv Batra, Devi Parikh, and Stefan Lee. 2019 b. ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks. In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, December 8-14, 2019, Vancouver, BC, Canada,, Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alch\u00e9 -Buc, Emily B. Fox, and Roman Garnett (Eds.). 13--23. https:\/\/proceedings.neurips.cc\/paper\/2019\/hash\/c74d97b01eae257e44aa9d5bade97baf-Abstract.html"},{"key":"e_1_3_2_2_28_1","volume-title":"Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016","volume":"10","author":"Ma Xuezhe","year":"2016","unstructured":"Xuezhe Ma and Eduard H. Hovy . 2016. End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF . In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 , August 7-12, 2016 , Berlin, Germany , Volume 1: Long Papers. The Association for Computer Linguistics. https:\/\/doi.org\/ 10 .18653\/v1\/p16--1101 10.18653\/v1 Xuezhe Ma and Eduard H. Hovy. 2016. End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF. In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016, August 7-12, 2016, Berlin, Germany, Volume 1: Long Papers. The Association for Computer Linguistics. https:\/\/doi.org\/10.18653\/v1\/p16--1101"},{"key":"e_1_3_2_2_29_1","volume-title":"1st International Conference on Learning Representations, ICLR","author":"Mikolov Tom\u00e1s","year":"2013","unstructured":"Tom\u00e1s Mikolov , Kai Chen , Greg Corrado , and Jeffrey Dean . 2013. Efficient Estimation of Word Representations in Vector Space . In 1st International Conference on Learning Representations, ICLR 2013 , Scottsdale, Arizona, USA , May 2-4, 2013, Workshop Track Proceedings, Yoshua Bengio and Yann LeCun (Eds .). http:\/\/arxiv.org\/abs\/1301.3781 Tom\u00e1s Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean. 2013. Efficient Estimation of Word Representations in Vector Space. In 1st International Conference on Learning Representations, ICLR 2013, Scottsdale, Arizona, USA, May 2-4, 2013, Workshop Track Proceedings, Yoshua Bengio and Yann LeCun (Eds.). http:\/\/arxiv.org\/abs\/1301.3781"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/219717.219748"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N18-1078"},{"key":"e_1_3_2_2_32_1","volume-title":"Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. In Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015","author":"Ren Shaoqing","year":"2015","unstructured":"Shaoqing Ren , Kaiming He , Ross B. Girshick , and Jian Sun . 2015 . Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. In Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015 , December 7-12, 2015, Montreal, Quebec, Canada, Corinna Cortes, Neil D. Lawrence, Daniel D. Lee, Masashi Sugiyama, and Roman Garnett (Eds.). 91--99. https:\/\/proceedings.neurips.cc\/paper\/ 2015\/hash\/14bfa6bb14875e45bba028a21ed38046-Abstract.html Shaoqing Ren, Kaiming He, Ross B. Girshick, and Jian Sun. 2015. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. In Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, December 7-12, 2015, Montreal, Quebec, Canada, Corinna Cortes, Neil D. Lawrence, Daniel D. Lee, Masashi Sugiyama, and Roman Garnett (Eds.). 91--99. https:\/\/proceedings.neurips.cc\/paper\/2015\/hash\/14bfa6bb14875e45bba028a21ed38046-Abstract.html"},{"key":"e_1_3_2_2_33_1","volume-title":"Proceedings of the Seventh Joint Conference on Lexical and Computational Semantics, *SEM@NAACL-HLT 2018","author":"Sergieh Hatem Mousselly","year":"2018","unstructured":"Hatem Mousselly Sergieh , Teresa Botschen , Iryna Gurevych , and Stefan Roth . 2018 . A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning . In Proceedings of the Seventh Joint Conference on Lexical and Computational Semantics, *SEM@NAACL-HLT 2018 , New Orleans, Louisiana, USA , June 5-6, 2018, Malvina Nissim, Jonathan Berant, and Alessandro Lenci (Eds.). Association for Computational Linguistics, 225--234. https:\/\/doi.org\/10.18653\/v1\/s18--2027 10.18653\/v1 Hatem Mousselly Sergieh, Teresa Botschen, Iryna Gurevych, and Stefan Roth. 2018. A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning. In Proceedings of the Seventh Joint Conference on Lexical and Computational Semantics, *SEM@NAACL-HLT 2018, New Orleans, Louisiana, USA, June 5-6, 2018, Malvina Nissim, Jonathan Berant, and Alessandro Lenci (Eds.). Association for Computational Linguistics, 225--234. https:\/\/doi.org\/10.18653\/v1\/s18--2027"},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P18-1238"},{"key":"e_1_3_2_2_35_1","series-title":"Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL","volume-title":"Long Papers,, Anna Korhonen, David R. Traum, and Llu\u00eds M\u00e0 rquez (Eds.)","author":"Soares Livio Baldini","year":"2019","unstructured":"Livio Baldini Soares , Nicholas FitzGerald , Jeffrey Ling , and Tom Kwiatkowski . 2019. Matching the Blanks: Distributional Similarity for Relation Learning . In Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019 , Florence , Italy, July 28- August 2, 2019, Volume 1 : Long Papers,, Anna Korhonen, David R. Traum, and Llu\u00eds M\u00e0 rquez (Eds.) . Association for Computational Linguistics , 2895--2905. https:\/\/doi.org\/10.18653\/v1\/p19--1279 10.18653\/v1 Livio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling, and Tom Kwiatkowski. 2019. Matching the Blanks: Distributional Similarity for Relation Learning. In Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019, Florence, Italy, July 28- August 2, 2019, Volume 1: Long Papers,, Anna Korhonen, David R. Traum, and Llu\u00eds M\u00e0 rquez (Eds.). Association for Computational Linguistics, 2895--2905. https:\/\/doi.org\/10.18653\/v1\/p19--1279"},{"key":"e_1_3_2_2_36_1","volume-title":"VL-BERT: Pre-training of Generic Visual-Linguistic Representations. In 8th International Conference on Learning Representations, ICLR 2020","author":"Su Weijie","year":"2020","unstructured":"Weijie Su , Xizhou Zhu , Yue Cao , Bin Li , Lewei Lu , Furu Wei , and Jifeng Dai . 2020 . VL-BERT: Pre-training of Generic Visual-Linguistic Representations. In 8th International Conference on Learning Representations, ICLR 2020 , Addis Ababa, Ethiopia , April 26-30, 2020. OpenReview.net. https:\/\/openreview.net\/forum?id=SygXPaEYvH Weijie Su, Xizhou Zhu, Yue Cao, Bin Li, Lewei Lu, Furu Wei, and Jifeng Dai. 2020. VL-BERT: Pre-training of Generic Visual-Linguistic Representations. In 8th International Conference on Learning Representations, ICLR 2020, Addis Ababa, Ethiopia, April 26-30, 2020. OpenReview.net. https:\/\/openreview.net\/forum?id=SygXPaEYvH"},{"key":"e_1_3_2_2_37_1","volume-title":"Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI","author":"Sun Lin","year":"2021","unstructured":"Lin Sun , Jiquan Wang , Kai Zhang , Yindu Su , and Fangsheng Weng . 2021. RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NER . In Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021 , Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021. AAAI Press , 13860--13868. https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/17633 Lin Sun, Jiquan Wang, Kai Zhang, Yindu Su, and Fangsheng Weng. 2021. RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NER. In Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021. AAAI Press, 13860--13868. https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/17633"},{"key":"e_1_3_2_2_38_1","volume-title":"Multi-modal Knowledge Graphs for Recommender Systems. In CIKM '20: The 29th ACM International Conference on Information and Knowledge Management","author":"Sun Rui","year":"2020","unstructured":"Rui Sun , Xuezhi Cao , Yan Zhao , Junchen Wan , Kun Zhou , Fuzheng Zhang , Zhongyuan Wang , and Kai Zheng . 2020 . Multi-modal Knowledge Graphs for Recommender Systems. In CIKM '20: The 29th ACM International Conference on Information and Knowledge Management , Virtual Event, Ireland , October 19-23, 2020,, Mathieu d'Aquin, Stefan Dietze, Claudia Hauff, Edward Curry, and Philippe Cudr\u00e9 -Mauroux (Eds.). ACM, 1405--1414. https:\/\/doi.org\/10.1145\/3340531.3411947 10.1145\/3340531.3411947 Rui Sun, Xuezhi Cao, Yan Zhao, Junchen Wan, Kun Zhou, Fuzheng Zhang, Zhongyuan Wang, and Kai Zheng. 2020. Multi-modal Knowledge Graphs for Recommender Systems. In CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, Virtual Event, Ireland, October 19-23, 2020,, Mathieu d'Aquin, Stefan Dietze, Claudia Hauff, Edward Curry, and Philippe Cudr\u00e9 -Mauroux (Eds.). ACM, 1405--1414. https:\/\/doi.org\/10.1145\/3340531.3411947"},{"key":"e_1_3_2_2_39_1","unstructured":"Zhiqing Sun Zhi-Hong Deng Jian-Yun Nie and Jian Tang. 2019. RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space. In ICLR.  Zhiqing Sun Zhi-Hong Deng Jian-Yun Nie and Jian Tang. 2019. RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space. In ICLR."},{"key":"#cr-split#-e_1_3_2_2_40_1.1","doi-asserted-by":"crossref","unstructured":"Hao Tan and Mohit Bansal. 2019. LXMERT: Learning Cross-Modality Encoder Representations from Transformers. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). Association for Computational Linguistics Hong Kong China 5100--5111. https:\/\/doi.org\/10.18653\/v1\/D19--1514 10.18653\/v1","DOI":"10.18653\/v1\/D19-1514"},{"key":"#cr-split#-e_1_3_2_2_40_1.2","doi-asserted-by":"crossref","unstructured":"Hao Tan and Mohit Bansal. 2019. LXMERT: Learning Cross-Modality Encoder Representations from Transformers. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). Association for Computational Linguistics Hong Kong China 5100--5111. https:\/\/doi.org\/10.18653\/v1\/D19--1514","DOI":"10.18653\/v1\/D19-1514"},{"key":"e_1_3_2_2_41_1","volume-title":"Unbiased Scene Graph Generation From Biased Training. In 2020 IEEE\/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020","author":"Tang Kaihua","year":"2020","unstructured":"Kaihua Tang , Yulei Niu , Jianqiang Huang , Jiaxin Shi , and Hanwang Zhang . 2020 . Unbiased Scene Graph Generation From Biased Training. In 2020 IEEE\/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020 , Seattle, WA, USA , June 13-19, 2020. Computer Vision Foundation \/ IEEE, 3713--3722. https:\/\/doi.org\/10.1109\/CVPR42600.2020.00377 10.1109\/CVPR42600.2020.00377 Kaihua Tang, Yulei Niu, Jianqiang Huang, Jiaxin Shi, and Hanwang Zhang. 2020. Unbiased Scene Graph Generation From Biased Training. In 2020 IEEE\/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020, Seattle, WA, USA, June 13-19, 2020. Computer Vision Foundation \/ IEEE, 3713--3722. https:\/\/doi.org\/10.1109\/CVPR42600.2020.00377"},{"key":"e_1_3_2_2_42_1","volume-title":"Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18--24","volume":"10357","author":"Touvron Hugo","year":"2021","unstructured":"Hugo Touvron , Matthieu Cord , Matthijs Douze , Francisco Massa , Alexandre Sablayrolles , and Herv\u00e9 J\u00e9 gou. 2021 . Training data-efficient image transformers & distillation through attention . In Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18--24 July 2021, Virtual Event (Proceedings of Machine Learning Research , Vol. 139), , Marina Meila and Tong Zhang (Eds.). PMLR, 10347-- 10357 . http:\/\/proceedings.mlr.press\/v139\/touvron21a.html Hugo Touvron, Matthieu Cord, Matthijs Douze, Francisco Massa, Alexandre Sablayrolles, and Herv\u00e9 J\u00e9 gou. 2021. Training data-efficient image transformers & distillation through attention. In Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18--24 July 2021, Virtual Event (Proceedings of Machine Learning Research, Vol. 139), , Marina Meila and Tong Zhang (Eds.). PMLR, 10347--10357. http:\/\/proceedings.mlr.press\/v139\/touvron21a.html"},{"key":"e_1_3_2_2_43_1","volume-title":"Proceedings of the 33rd International Conference on Machine Learning. 2071--2080","author":"Trouillon Th\u00e9o","year":"2016","unstructured":"Th\u00e9o Trouillon , Johannes Welbl , Sebastian Riedel , \u00c9ric Gaussier , and Guillaume Bouchard . 2016 . Complex embeddings for simple link prediction . In Proceedings of the 33rd International Conference on Machine Learning. 2071--2080 . Th\u00e9o Trouillon, Johannes Welbl, Sebastian Riedel, \u00c9ric Gaussier, and Guillaume Bouchard. 2016. Complex embeddings for simple link prediction. In Proceedings of the 33rd International Conference on Machine Learning. 2071--2080."},{"key":"e_1_3_2_2_44_1","volume-title":"Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017","author":"Vaswani Ashish","year":"2017","unstructured":"Ashish Vaswani , Noam Shazeer , Niki Parmar , Jakob Uszkoreit , Llion Jones , Aidan N. Gomez , Lukasz Kaiser , and Illia Polosukhin . 2017 . Attention is All you Need . In Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017 , December 4-9, 2017, Long Beach, CA, USA,, Isabelle Guyon, Ulrike von Luxburg, Samy Bengio, Hanna M. Wallach, Rob Fergus, S. V. N. Vishwanathan, and Roman Garnett (Eds.). 5998--6008. https:\/\/proceedings.neurips.cc\/paper\/ 2017\/hash\/3f5ee243547dee91fbd053c1c4a845aa-Abstract.html Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017. Attention is All you Need. In Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, December 4-9, 2017, Long Beach, CA, USA,, Isabelle Guyon, Ulrike von Luxburg, Samy Bengio, Hanna M. Wallach, Rob Fergus, S. V. N. Vishwanathan, and Roman Garnett (Eds.). 5998--6008. https:\/\/proceedings.neurips.cc\/paper\/2017\/hash\/3f5ee243547dee91fbd053c1c4a845aa-Abstract.html"},{"key":"e_1_3_2_2_45_1","volume-title":"Pan","author":"Wan Hai","year":"2021","unstructured":"Hai Wan , Manrong Zhang , Jianfeng Du , Ziling Huang , Yufei Yang , and Jeff Z . Pan . 2021 . FL-MSRE: A Few-Shot Learning based Approach to Multimodal Social Relation Extraction. In Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021. AAAI Press , 13916--13923. https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/17639 Hai Wan, Manrong Zhang, Jianfeng Du, Ziling Huang, Yufei Yang, and Jeff Z. Pan. 2021. FL-MSRE: A Few-Shot Learning based Approach to Multimodal Social Relation Extraction. In Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021. AAAI Press, 13916--13923. https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/17639"},{"key":"e_1_3_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475470"},{"key":"e_1_3_2_2_47_1","volume-title":"Multimodal Data Enhanced Representation Learning for Knowledge Graphs. In International Joint Conference on Neural Networks, IJCNN 2019 Budapest","author":"Wang Zikang","year":"2019","unstructured":"Zikang Wang , Linjing Li , Qiudan Li , and Daniel Zeng . 2019 . Multimodal Data Enhanced Representation Learning for Knowledge Graphs. In International Joint Conference on Neural Networks, IJCNN 2019 Budapest , Hungary , July 14-19, 2019. IEEE, 1--8. https:\/\/doi.org\/10.1109\/IJCNN.2019.8852079 10.1109\/IJCNN.2019.8852079 Zikang Wang, Linjing Li, Qiudan Li, and Daniel Zeng. 2019. Multimodal Data Enhanced Representation Learning for Knowledge Graphs. In International Joint Conference on Neural Networks, IJCNN 2019 Budapest, Hungary, July 14-19, 2019. IEEE, 1--8. https:\/\/doi.org\/10.1109\/IJCNN.2019.8852079"},{"key":"e_1_3_2_2_48_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/438"},{"key":"e_1_3_2_2_49_1","volume-title":"Xiaodong He, Jianfeng Gao, and Li Deng.","author":"Yang Bishan","year":"2015","unstructured":"Bishan Yang , Wen tau Yih , Xiaodong He, Jianfeng Gao, and Li Deng. 2015 . Embedding entities and relations for learning and inference in knowledge bases. In ICLR. Bishan Yang, Wen tau Yih, Xiaodong He, Jianfeng Gao, and Li Deng. 2015. Embedding entities and relations for learning and inference in knowledge bases. In ICLR."},{"key":"e_1_3_2_2_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401458"},{"key":"#cr-split#-e_1_3_2_2_51_1.1","doi-asserted-by":"crossref","unstructured":"Zhengyuan Yang Boqing Gong Liwei Wang Wenbing Huang Dong Yu and Jiebo Luo. 2019. A Fast and Accurate One-Stage Approach to Visual Grounding. In ICCV. https:\/\/doi.org\/10.1109\/ICCV.2019.00478 10.1109\/ICCV.2019.00478","DOI":"10.1109\/ICCV.2019.00478"},{"key":"#cr-split#-e_1_3_2_2_51_1.2","doi-asserted-by":"crossref","unstructured":"Zhengyuan Yang Boqing Gong Liwei Wang Wenbing Huang Dong Yu and Jiebo Luo. 2019. A Fast and Accurate One-Stage Approach to Visual Grounding. In ICCV. https:\/\/doi.org\/10.1109\/ICCV.2019.00478","DOI":"10.1109\/ICCV.2019.00478"},{"key":"e_1_3_2_2_52_1","volume-title":"KG-BERT: BERT for Knowledge Graph Completion. CoRR","author":"Yao Liang","year":"2019","unstructured":"Liang Yao , Chengsheng Mao , and Yuan Luo . 2019. KG-BERT: BERT for Knowledge Graph Completion. CoRR , Vol. abs\/ 1909 .03193 ( 2019 ). showeprint[arXiv]1909.03193 http:\/\/arxiv.org\/abs\/1909.03193 Liang Yao, Chengsheng Mao, and Yuan Luo. 2019. KG-BERT: BERT for Knowledge Graph Completion. CoRR, Vol. abs\/1909.03193 (2019). showeprint[arXiv]1909.03193 http:\/\/arxiv.org\/abs\/1909.03193"},{"key":"e_1_3_2_2_53_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.306"},{"key":"e_1_3_2_2_54_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1203"},{"key":"e_1_3_2_2_55_1","volume-title":"Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI","author":"Zhang Dong","year":"2021","unstructured":"Dong Zhang , Suzhong Wei , Shoushan Li , Hanqian Wu , Qiaoming Zhu , and Guodong Zhou . 2021 c. Multi-modal Graph Fusion for Named Entity Recognition with Targeted Visual Guidance . In Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021 , Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021. AAAI Press , 14347--14355. https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/17687 Dong Zhang, Suzhong Wei, Shoushan Li, Hanqian Wu, Qiaoming Zhu, and Guodong Zhou. 2021 c. Multi-modal Graph Fusion for Named Entity Recognition with Targeted Visual Guidance. In Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021, Thirty-Third Conference on Innovative Applications of Artificial Intelligence, IAAI 2021, The Eleventh Symposium on Educational Advances in Artificial Intelligence, EAAI 2021, Virtual Event, February 2-9, 2021. AAAI Press, 14347--14355. https:\/\/ojs.aaai.org\/index.php\/AAAI\/article\/view\/17687"},{"key":"e_1_3_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2021\/551"},{"key":"e_1_3_2_2_57_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467057"},{"key":"e_1_3_2_2_58_1","volume-title":"Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, (AAAI-18)","author":"Zhang Qi","year":"2018","unstructured":"Qi Zhang , Jinlan Fu , Xiaoyu Liu , and Xuanjing Huang . 2018 . Adaptive Co-attention Network for Named Entity Recognition in Tweets . In Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, (AAAI-18) , the 30th innovative Applications of Artificial Intelligence (IAAI-18), and the 8th AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA , February 2-7, 2018,, Sheila A. McIlraith and Kilian Q. Weinberger (Eds.). AAAI Press, 5674--5681. https:\/\/www.aaai.org\/ocs\/index.php\/AAAI\/AAAI18\/paper\/view\/16432 Qi Zhang, Jinlan Fu, Xiaoyu Liu, and Xuanjing Huang. 2018. Adaptive Co-attention Network for Named Entity Recognition in Tweets. In Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, (AAAI-18), the 30th innovative Applications of Artificial Intelligence (IAAI-18), and the 8th AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February 2-7, 2018,, Sheila A. McIlraith and Kilian Q. Weinberger (Eds.). AAAI Press, 5674--5681. https:\/\/www.aaai.org\/ocs\/index.php\/AAAI\/AAAI18\/paper\/view\/16432"},{"key":"e_1_3_2_2_59_1","volume-title":"Multimodal Relation Extraction with Efficient Graph Alignment. In MM '21: ACM Multimedia Conference","author":"Zheng Changmeng","year":"2021","unstructured":"Changmeng Zheng , Junhao Feng , Ze Fu , Yi Cai , Qing Li , and Tao Wang . 2021 a . Multimodal Relation Extraction with Efficient Graph Alignment. In MM '21: ACM Multimedia Conference , Virtual Event, China, October 20 - 24 , 2021,, Heng Tao Shen, Yueting Zhuang, John R. Smith, Yang Yang, Pablo Cesar, Florian Metze, and Balakrishnan Prabhakaran (Eds.). ACM, 5298--5306. https:\/\/doi.org\/10.1145\/3474085.3476968 10.1145\/3474085.3476968 Changmeng Zheng, Junhao Feng, Ze Fu, Yi Cai, Qing Li, and Tao Wang. 2021 a. Multimodal Relation Extraction with Efficient Graph Alignment. In MM '21: ACM Multimedia Conference, Virtual Event, China, October 20 - 24, 2021,, Heng Tao Shen, Yueting Zhuang, John R. Smith, Yang Yang, Pablo Cesar, Florian Metze, and Balakrishnan Prabhakaran (Eds.). ACM, 5298--5306. https:\/\/doi.org\/10.1145\/3474085.3476968"},{"key":"#cr-split#-e_1_3_2_2_60_1.1","doi-asserted-by":"crossref","unstructured":"Changmeng Zheng Zhiwei Wu Junhao Feng Ze Fu and Yi Cai. 2021 b. MNRE: A Challenge Multimodal Dataset for Neural Relation Extraction with Visual Evidence in Social Media Posts. In 2021 IEEE International Conference on Multimedia and Expo (ICME). 1--6. https:\/\/doi.org\/10.1109\/ICME51207.2021.9428274 10.1109\/ICME51207.2021.9428274","DOI":"10.1109\/ICME51207.2021.9428274"},{"key":"#cr-split#-e_1_3_2_2_60_1.2","doi-asserted-by":"crossref","unstructured":"Changmeng Zheng Zhiwei Wu Junhao Feng Ze Fu and Yi Cai. 2021 b. MNRE: A Challenge Multimodal Dataset for Neural Relation Extraction with Visual Evidence in Social Media Posts. In 2021 IEEE International Conference on Multimedia and Expo (ICME). 1--6. https:\/\/doi.org\/10.1109\/ICME51207.2021.9428274","DOI":"10.1109\/ICME51207.2021.9428274"}],"event":{"name":"SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","location":"Madrid Spain","acronym":"SIGIR '22","sponsor":["SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3477495.3531992","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3477495.3531992","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T18:10:20Z","timestamp":1750183820000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3477495.3531992"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,6]]},"references-count":63,"alternative-id":["10.1145\/3477495.3531992","10.1145\/3477495"],"URL":"https:\/\/doi.org\/10.1145\/3477495.3531992","relation":{},"subject":[],"published":{"date-parts":[[2022,7,6]]},"assertion":[{"value":"2022-07-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}