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A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019

15 August 2019

Dongsheng Li

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Papers citing "A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning"

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MAQInstruct: Instruction-based Unified Event Relation ExtractionThe Web Conference (WWW), 2025 Jun Xu Mengshu Sun Qing Cui Jun Zhou 198 1 0 06 Feb 2025
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QASE Enhanced PLMs: Improved Control in Text Generation for MRC Lin Ai Zheng Hui Zizhou Liu Julia Hirschberg 114 0 0 26 Feb 2024
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MarkQA: A large scale KBQA dataset with numerical reasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xiang Huang Sitao Cheng Yuheng Bao Shanshan Huang Yuzhong Qu AIMat 168 7 0 24 Oct 2023
How Many Answers Should I Give? An Empirical Study of Multi-Answer Reading ComprehensionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Chen Zhang Jiuheng Lin Xiao Liu Yuxuan Lai Yansong Feng Dongyan Zhao 144 7 0 01 Jun 2023
DLUE: Benchmarking Document Language UnderstandingChina National Conference on Chinese Computational Linguistics (CNCCL), 2023 Ruoxi Xu Hongyu Lin Xinyan Guan Xianpei Han Yingfei Sun Le Sun ELM 184 0 0 16 May 2023
Doc2SoarGraph: Discrete Reasoning over Visually-Rich Table-Text Documents via Semantic-Oriented Hierarchical GraphsInternational Conference on Language Resources and Evaluation (LREC), 2023 Fengbin Zhu Chao Wang Fuli Feng Zifeng Ren Moxin Li Tat-Seng Chua 180 6 0 03 May 2023
Enhancing Chain-of-Thoughts Prompting with Iterative Bootstrapping in Large Language Models Jiashuo Sun Yi Luo Yeyun Gong Chen Lin Yelong Shen Jian Guo Nan Duan LRM 336 27 0 23 Apr 2023
Towards preserving word order importance through Forced InvalidationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Hadeel Al-Negheimish Pranava Madhyastha Alessandra Russo 105 3 0 11 Apr 2023
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural NetworksInternational Conference on Learning Representations (ICLR), 2023 Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Kang Liu Jun Zhao 442 11 0 04 Apr 2023
Active Prompting with Chain-of-Thought for Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Shizhe Diao Pengcheng Wang Yong Lin Tong Zhang ReLM KELM LLMAG LRM 383 182 0 23 Feb 2023
Analyzing Semantic Faithfulness of Language Models via Input Intervention on Question AnsweringInternational Conference on Computational Logic (ICCL), 2022 Akshay Chaturvedi Swarnadeep Bhar Soumadeep Saha Utpal Garain Nicholas Asher 209 8 0 21 Dec 2022
Large Language Models are Better Reasoners with Self-VerificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Shengping Liu Bin Sun Kang Liu Jun Zhao ReLM LRM 380 310 0 19 Dec 2022
Successive Prompting for Decomposing Complex QuestionsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Dheeru Dua Shivanshu Gupta Sameer Singh Matt Gardner ReLM LRM 273 132 0 08 Dec 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP SystemsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Jialiang Xu Mengyu Zhou Xinyi He Shi Han Dongmei Zhang AAML ELM AIMat 144 8 0 14 Nov 2022
NAPG: Non-Autoregressive Program Generation for Hybrid Tabular-Textual Question AnsweringNatural Language Processing and Chinese Computing (NLPCC), 2022 Tengxun Zhang Hongfei Xu Josef van Genabith Deyi Xiong Hongying Zan AIMat LRM 223 8 0 07 Nov 2022
1Cademy @ Causal News Corpus 2022: Enhance Causal Span Detection via Beam-Search-based Position SelectorCASE (CASE), 2022 Xingran Chen Ge Zhang A. Nik Mingyu Li Jie Fu 188 5 0 31 Oct 2022
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in FinanceConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yang Deng Wenqiang Lei Wenxuan Zhang W. Lam Tat-Seng Chua 309 66 0 17 Oct 2022
UniRPG: Unified Discrete Reasoning over Table and Text as Program GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yongwei Zhou Junwei Bao Chaoqun Duan Youzheng Wu Xiaodong He Tiejun Zhao ReLM RALM LMTD LRM 146 25 0 15 Oct 2022
Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems Fan Zhou Haoyu Dong Qian Liu Zhoujun Cheng Shi Han Dongmei Zhang ReLM LRM 174 6 0 11 Oct 2022
Activity report analysis with automatic single or multispan answer extraction R. Choudhary A. Sridhar Erik M. Visser 67 1 0 09 Sep 2022
Towards Complex Document Understanding By Discrete ReasoningACM Multimedia (ACM MM), 2022 Fengbin Zhu Wenqiang Lei Fuli Feng Chao Wang Haozhou Zhang Tat-Seng Chua 255 82 0 25 Jul 2022
Discourse-Aware Graph Networks for Textual Logical ReasoningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Yinya Huang Lemao Liu Kun Xu Meng Fang Liang Lin Xi Liang NAI 185 8 0 04 Jul 2022
Making Large Language Models Better Reasoners with Step-Aware VerifierAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Yifei Li Zeqi Lin Shizhuo Zhang Qiang Fu B. Chen Jian-Guang Lou Weizhu Chen ReLM LRM 265 283 0 06 Jun 2022
MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual DataAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Yilun Zhao Yunxiang Li Chenying Li Rui Zhang AIMat 233 142 0 03 Jun 2022
OPERA:Operation-Pivoted Discrete Reasoning over TextNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022 Yongwei Zhou Junwei Bao Chaoqun Duan Haipeng Sun Jiahui Liang Yifan Wang Jing Zhao Youzheng Wu Xiaodong He Tiejun Zhao LRM 210 11 0 29 Apr 2022
Unsupervised Numerical Reasoning to Extract Phenotypes from Clinical Text by Leveraging External Knowledge Ashwani Tanwar Jingqing Zhang Julia Ive Vibhor Gupta Wenhan Luo 111 3 0 19 Apr 2022
COOL, a Context Outlooker, and its Application to Question Answering and other Natural Language Processing TasksInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Fangyi Zhu See-Kiong Ng S. Bressan LRM 133 1 0 01 Apr 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsNeural Information Processing Systems (NeurIPS), 2022 Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 2.2K 14,140 0 28 Jan 2022
Reasoning Like Program ExecutorsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 1.1K 55 0 27 Jan 2022
Development of an Extractive Clinical Question Answering Dataset with Multi-Answer and Multi-Focus Questions Sungrim Moon Huan He Hongfang Liu Jungwei Fan 105 5 0 07 Jan 2022
ListReader: Extracting List-form Answers for Opinion Questions Peng Cui Dongyao Hu Le Hu RALM 62 2 0 22 Oct 2021
Numerical reasoning in machine reading comprehension tasks: are we there yet? Hadeel Al-Negheimish Pranava Madhyastha A. Russo AIMat ReLM 138 14 0 16 Sep 2021
Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on TextConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Xiao-Yu Guo Yuan-Fang Li Gholamreza Haffari ReLM AIMat LRM 131 4 0 06 Sep 2021
EviDR: Evidence-Emphasized Discrete Reasoning for Reasoning Machine Reading Comprehension Yongwei Zhou Junwei Bao Haipeng Sun Jiahui Liang Youzheng Wu Xiaodong He Bowen Zhou Tiejun Zhao 127 5 0 18 Aug 2021
What's in your Head? Emergent Behaviour in Multi-Task Transformer ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Mor Geva Uri Katz Aviv Ben-Arie Jonathan Berant LRM 243 11 0 13 Apr 2021
Discrete Reasoning Templates for Natural Language UnderstandingConference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 Hadeel Al-Negheimish Pranava Madhyastha A. Russo 102 4 0 05 Apr 2021
Paired Examples as Indirect Supervision in Latent Decision ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Nitish Gupta Sameer Singh Matt Gardner Dan Roth 182 7 0 05 Apr 2021
Weakly Supervised Neuro-Symbolic Module Networks for Numerical ReasoningAAAI Conference on Artificial Intelligence (AAAI), 2021 Amrita Saha Shafiq Joty Guosheng Lin NAI AIMat LRM 128 20 0 28 Jan 2021
XTQA: Span-Level Explanations of the Textbook Question AnsweringIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Jie Ma Q. Zheng Jun Liu Qingyu Yin Jianlong Zhou Y. Huang 154 17 0 25 Nov 2020
Synonym Knowledge Enhanced Reader for Chinese Idiom Reading Comprehension Siyu Long Ran Wang Kun Tao Jiali Zeng Xinyu Dai 101 8 0 09 Nov 2020
Question Directed Graph Attention Network for Numerical Reasoning over TextConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Kunlong Chen Weidi Xu Xingyi Cheng Zou Xiaochuan Yuyu Zhang Le Song Taifeng Wang Yuan Qi Wei Chu AIMat OOD 194 68 0 16 Sep 2020
Multi-span Style Extraction for Generative Reading Comprehension Junjie Yang Zhuosheng Zhang Hai Zhao SyDa 170 15 0 15 Sep 2020
Text Modular Networks: Learning to Decompose Tasks in the Language of Existing ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021 Tushar Khot Daniel Khashabi Kyle Richardson Peter Clark Ashish Sabharwal ReLM 163 91 0 01 Sep 2020
Machine Reading Comprehension: The Role of Contextualized Language Models and Beyond Zhuosheng Zhang Hai Zhao Rui Wang 192 66 0 13 May 2020
Obtaining Faithful Interpretations from Compositional Neural NetworksAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Sanjay Subramanian Ben Bogin Nitish Gupta Tomer Wolfson Sameer Singh Jonathan Berant Matt Gardner 214 43 0 02 May 2020
Coreferential Reasoning Learning for Language RepresentationConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Deming Ye Yankai Lin Jiaju Du Zhenghao Liu Peng Li Maosong Sun Zhiyuan Liu 201 184 0 15 Apr 2020
Injecting Numerical Reasoning Skills into Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Mor Geva Ankit Gupta Jonathan Berant AIMat LRM 230 237 0 09 Apr 2020