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Association for Computational Linguistics , 2579--2591. Yang Xu, Yiheng Xu, Tengchao Lv, Lei Cui, Furu Wei, Guoxin Wang, Yijuan Lu, Dinei Florencio, Cha Zhang, Wanxiang Che, Min Zhang, and Lidong Zhou. 2021. LayoutLMv2: Multi-modal Pre-training for Visually-rich Document Understanding. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). Association for Computational Linguistics, 2579--2591."},{"key":"e_1_3_2_2_46_1","unstructured":"Pengcheng Yin Graham Neubig Wen-tau Yih and Sebastian Riedel. 2020. TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data. In ACL. ACL 8413--8426. Pengcheng Yin Graham Neubig Wen-tau Yih and Sebastian Riedel. 2020. TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data. In ACL. 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Fengbin Zhu, Wenqiang Lei, Youcheng Huang, Chao Wang, Shuo Zhang, Jiancheng Lv, Fuli Feng, and Tat-Seng Chua. 2021. TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). Association for Computational Linguistics, 3277--3287."},{"key":"e_1_3_2_2_51_1","volume-title":"Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering. CoRR abs\/2101.00774","author":"Zhu Fengbin","year":"2021","unstructured":"Fengbin Zhu , Wenqiang Lei , Chao Wang , Jianming Zheng , Soujanya Poria , and Tat-Seng Chua . 2021. Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering. CoRR abs\/2101.00774 ( 2021 ). Fengbin Zhu, Wenqiang Lei, Chao Wang, Jianming Zheng, Soujanya Poria, and Tat-Seng Chua. 2021. 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