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Don't Read Too Much into It: Adaptive Computation for Open-Domain Question Answering

Nov 10, 2020
Yuxiang Wu, Sebastian Riedel, Pasquale Minervini, Pontus Stenetorp

* 11 pages, 9 figures, presented in EMNLP 2020 main conference and SustaiNLP 2020 workshop 

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Complex Query Answering with Neural Link Predictors

Nov 06, 2020
Erik Arakelyan, Daniel Daza, Pasquale Minervini, Michael Cochez


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WordCraft: An Environment for Benchmarking Commonsense Agents

Jul 17, 2020
Minqi Jiang, Jelena Luketina, Nantas Nardelli, Pasquale Minervini, Philip H. S. Torr, Shimon Whiteson, Tim Rocktäschel


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Learning Reasoning Strategies in End-to-End Differentiable Proving

Jul 14, 2020
Pasquale Minervini, Sebastian Riedel, Pontus Stenetorp, Edward Grefenstette, Tim Rocktäschel

* Proceedings of the 37th International Conference on Machine Learning (ICML 2020) 

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Knowledge Graph Embeddings and Explainable AI

Apr 30, 2020
Federico Bianchi, Gaetano Rossiello, Luca Costabello, Matteo Palmonari, Pasquale Minervini

* Federico Bianchi, Gaetano Rossiello, Luca Costabello, Matteo Plamonari, Pasquale Minervini, Knowledge Graph Embeddings and Explainable AI. In: Ilaria Tiddi, Freddy Lecue, Pascal Hitzler (eds.), Knowledge Graphs for eXplainable AI -- Foundations, Applications and Challenges. Studies on the Semantic Web, IOS Press, Amsterdam, 2020 

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There is Strength in Numbers: Avoiding the Hypothesis-Only Bias in Natural Language Inference via Ensemble Adversarial Training

Apr 27, 2020
Joe Stacey, Pasquale Minervini, Haim Dubossarsky, Sebastian Riedel, Tim Rocktäschel

* 8 pages 

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Undersensitivity in Neural Reading Comprehension

Feb 15, 2020
Johannes Welbl, Pasquale Minervini, Max Bartolo, Pontus Stenetorp, Sebastian Riedel

* 15 pages, 4 figures 

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Differentiable Reasoning on Large Knowledge Bases and Natural Language

Dec 17, 2019
Pasquale Minervini, Matko Bošnjak, Tim Rocktäschel, Sebastian Riedel, Edward Grefenstette

* Accepted at the 34th AAAI Conference on Artificial Intelligence (AAAI-20) 

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Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations

Oct 09, 2019
Oana-Maria Camburu, Brendan Shillingford, Pasquale Minervini, Thomas Lukasiewicz, Phil Blunsom

* NeurIPS 2019 Workshop on Safety and Robustness in Decision Making, Vancouver, Canada 

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NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language

Jun 14, 2019
Leon Weber, Pasquale Minervini, Jannes Münchmeyer, Ulf Leser, Tim Rocktäschel

* ACL 2019 

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Neural Variational Inference For Estimating Uncertainty in Knowledge Graph Embeddings

Jun 12, 2019
Alexander I. Cowen-Rivers, Pasquale Minervini, Tim Rocktaschel, Matko Bovsnjak, Sebastian Riedel, Jun Wang

* Accepted at IJCAI 19 Neural-Symbolic Learning and Reasoning Workshop 

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Embedding Cardinality Constraints in Neural Link Predictors

Dec 16, 2018
Emir Muñoz, Pasquale Minervini, Matthias Nickles

* 8 pages, accepted at the 34th ACM/SIGAPP Symposium on Applied Computing (SAC '19) 

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Adversarially Regularising Neural NLI Models to Integrate Logical Background Knowledge

Aug 26, 2018
Pasquale Minervini, Sebastian Riedel

* Accepted at the SIGNLL Conference on Computational Natural Language Learning (CoNLL 2018) 

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Towards Neural Theorem Proving at Scale

Jul 21, 2018
Pasquale Minervini, Matko Bosnjak, Tim Rocktäschel, Sebastian Riedel

* Federated Artificial Intelligence Meeting (FAIM) Workshop on Neural Abstract Machines & Program Induction v2 

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Convolutional 2D Knowledge Graph Embeddings

Jul 04, 2018
Tim Dettmers, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel

* Extended AAAI2018 paper 

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Jack the Reader - A Machine Reading Framework

Jun 20, 2018
Dirk Weissenborn, Pasquale Minervini, Tim Dettmers, Isabelle Augenstein, Johannes Welbl, Tim Rocktäschel, Matko Bošnjak, Jeff Mitchell, Thomas Demeester, Pontus Stenetorp, Sebastian Riedel

* Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL 2018), System Demonstrations 

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Extrapolation in NLP

May 17, 2018
Jeff Mitchell, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel


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Adversarial Sets for Regularising Neural Link Predictors

Jul 24, 2017
Pasquale Minervini, Thomas Demeester, Tim Rocktäschel, Sebastian Riedel

* Proceedings of the 33rd Conference on Uncertainty in Artificial Intelligence (UAI), 2017 

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