Relational Gating for "What If" Reasoning

A decomposable attention model for natural language inference

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SQuAD: 100,000+ questions for machine comprehension of text

Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev, and Percy Liang · 2016

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Tracking the world state with recurrent entity networks

Mikael Henaff, J. Weston, Arthur Szlam, Antoine Bordes, and Y. LeCun · 2017

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Attention is all you need

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017

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Tracking state changes in procedural text: a challenge dataset and models for process paragraph comprehension

Bhavana Dalvi, Lifu Huang, Niket Tandon, Wen tau Yih, and P. Clark · 2018

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Know what you don’t know: Unanswerable questions for SQuAD

Pranav Rajpurkar, Robin Jia, and Percy Liang · 2018

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Reasoning about actions and state changes by injecting commonsense knowledge

Niket Tandon, Bhavana Dalvi, Joel Grus, Wen-tau Yih, Antoine Bosselut, and Peter Clark · 2018

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Graph attention networks

Petar Velickovic, Guillem Cucurull, Arantxa Casanova, Adriana Romero, Pietro Liò, and Yoshua Bengio · 2018

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Everything happens for a reason: Discovering the purpose of actions in procedural text

Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, and Peter Clark · 2019

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Bert: Pre-training of deep bidirectional transformers for language understanding

J. Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2019

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Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs

Dheeru Dua, Yizhong Wang, Pradeep Dasigi, Gabriel Stanovsky, Sameer Singh, and Matt Gardner · 2019

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Roberta: A robustly optimized bert pretraining approach

Original

Y. Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, M. Lewis, Luke Zettlemoyer, and Veselin Stoyanov · 2019

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Scalable multi-hop relational reasoning for knowledge-aware question answering

Yanlin Feng, Xinyue Chen, Bill Yuchen Lin, Peifeng Wang, Jun Yan, and Xiang Ren · 2020

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Eigen: Event influence generation using pre-trained language models

Original

Aman Madaan, Dheeraj Rajagopal, Yiming Yang, Abhilasha Ravichander, Eduard Hovy, and Shrimai Prabhumoye · 2020

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What-if I ask you to explain: Explaining the effects of perturbations in procedural text

Dheeraj Rajagopal, Niket Tandon, Peter Clark, Bhavana Dalvi, and Eduard Hovy · 2020

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SRLGRN: Semantic role labeling graph reasoning network

Chen Zheng and Parisa Kordjamshidi · 2020

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Cross-modality relevance for reasoning on language and vision

Chen Zheng, Quan Guo, and Parisa Kordjamshidi · 2020

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