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Roberta: A robustly optimized BERT pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1907
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Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Veselin Stoyanov, and Luke Zettlemoyer. 2019 · 1910
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Exploring the limits of transfer learning with a unified text-to-text transformer
Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, and Peter J. Liu. 2019 · 1910
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Transformers as soft reasoners over language
Peter Clark, Oyvind Tafjord, and Kyle Richardson. 2020b · 2002
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Scalable neural methods for reasoning with a symbolic knowledge base
William W Cohen, Haitian Sun, R Alex Hofer, and Matthew Siegler. 2020 · 2002
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Query2box: Reasoning over knowledge graphs in vector space using box embeddings
Hongyu Ren, Weihua Hu, and Jure Leskovec. 2020 · 2002
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ELECTRA: pre-training text encoders as discriminators rather than generators
Kevin Clark, Minh-Thang Luong, Quoc V. Le, and Christopher D. Manning. 2020a · 2003
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ETC: encoding long and structured data in transformers
Joshua Ainslie, Santiago Ontañón, Chris Alberti, Philip Pham, Anirudh Ravula, and Sumit Sanghai. 2020 · 2004
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Are pretrained language models symbolic reasoners over knowledge?
Nora Kassner, Benno Krojer, and Hinrich Schütze. 2020 · 2006
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Leveraging passage retrieval with generative models for open domain question answering
Gautier Izacard and Edouard Grave. 2020 · 2007
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Discern: Discourse-aware entailment reasoning network for conversational machine reading
Yifan Gao, Chien-Sheng Wu, Jingjing Li, Shafiq R. Joty, Steven C. H. Hoi, Caiming Xiong, Irwin King, and Michael R. Lyu. 2020b · 2010
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Dialogue graph modeling for conversational machine reading
Siru Ouyang, Zhuosheng Zhang, and Hai Zhao. 2020 · 2012
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Tensorlog: A differentiable deductive database
William W Cohen. 2016 · 2016
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BERT: pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
Cited alongside, same era.
Segbot: A generic neural text segmentation model with pointer network
AmbigQA: Answering ambiguous open-domain questions
Sewon Min, Julian Michael, Hannaneh Hajishirzi, and Luke Zettlemoyer. 2020 · 2020
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Beta embeddings for multi-hop logical reasoning in knowledge graphs
Hongyu Ren and Jure Leskovec. 2020 · 2020
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Faithful embeddings for knowledge base queries
Haitian Sun, Andrew Arnold, Tania Bedrax Weiss, Fernando Pereira, and William W Cohen. 2020 · 2020
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Leap-of-thought: Teaching pre-trained models to systematically reason over implicit knowledge
Alon Talmor, Oyvind Tafjord, Peter Clark, Yoav Goldberg, and Jonathan Berant. 2020 · 2020
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Neural conversational QA: Learning to reason vs exploiting patterns
Nikhil Verma, Abhishek Sharma, Dhiraj Madan, Danish Contractor, Harshit Kumar, and Sachindra Joshi. 2020 · 2020
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Jing Li, Aixin Sun, and Shafiq R Joty. 2018 · 2018
Cited alongside, same era.
Interpretation of natural language rules in conversational machine reading
Marzieh Saeidi, Max Bartolo, Patrick S. H. Lewis, Sameer Singh, Tim Rocktäschel, Mike Sheldon, Guillaume Bouchard, and Sebastian Riedel. 2018 · 2018
Cited alongside, same era.
A broad-coverage challenge corpus for sentence understanding through inference
Adina Williams, Nikita Nangia, and Samuel Bowman. 2018 · 2018
Cited alongside, same era.
Attending to future tokens for bidirectional sequence generation
Carolin Lawrence, Bhushan Kotnis, and Mathias Niepert. 2019 · 2019
Cited alongside, same era.
E3: Entailment-driven extracting and editing for conversational machine reading
Victor Zhong and Luke Zettlemoyer. 2019 · 2019
Cited alongside, same era.
Explicit memory tracker with coarse-to-fine reasoning for conversational machine reading
Yifan Gao, Chien-Sheng Wu, Shafiq Joty, Caiming Xiong, Richard Socher, Irwin King, Michael Lyu, and Steven C.H. Hoi. 2020a
Cited in the paper.
Conditionalqa: A complex reading comprehension dataset with conditional answers
Haitian Sun, William W. Cohen, and Ruslan Salakhutdinov. 2021a
Cited in the paper.
End-to-end multihop retrieval for compositional question answering over long documents
Haitian Sun, William W. Cohen, and Ruslan Salakhutdinov. 2021b
Cited in the paper.
Wenhu Chen, Xinyi Wang, and William Yang Wang. 2021 · 2021
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Time-aware language models as temporal knowledge bases
Bhuwan Dhingra, Jeremy R. Cole, Julian Martin Eisenschlos, Daniel Gillick, Jacob Eisenstein, and William W. Cohen. 2021 · 2021
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Rulebert: Teaching soft rules to pre-trained language models
Mohammed Saeed, Naser Ahmadi, Preslav Nakov, and Paolo Papotti. 2021 · 2021
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Situatedqa: Incorporating extra-linguistic contexts into qa
Michael J. Q. Zhang and Eunsol Choi. 2021 · 2021
Later among the works it cites.