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A Benchmark for Generalizable and Interpretable Temporal Question Answering over Knowledge Bases


Jan 15, 2022
Sumit Neelam, Udit Sharma, Hima Karanam, Shajith Ikbal, Pavan Kapanipathi, Ibrahim Abdelaziz, Nandana Mihindukulasooriya, Young-Suk Lee, Santosh Srivastava, Cezar Pendus, Saswati Dana, Dinesh Garg, Achille Fokoue, G P Shrivatsa Bhargav, Dinesh Khandelwal, Srinivas Ravishankar, Sairam Gurajada, Maria Chang, Rosario Uceda-Sosa, Salim Roukos, Alexander Gray, Guilherme Lima, Ryan Riegel, Francois Luus, L Venkata Subramaniam

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* 7 pages, 2 figures, 7 tables. arXiv admin note: substantial text overlap with arXiv:2109.13430 

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Neuro-Symbolic Inductive Logic Programming with Logical Neural Networks


Dec 06, 2021
Prithviraj Sen, Breno W. S. R. de Carvalho, Ryan Riegel, Alexander Gray

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LOA: Logical Optimal Actions for Text-based Interaction Games


Oct 21, 2021
Daiki Kimura, Subhajit Chaudhury, Masaki Ono, Michiaki Tatsubori, Don Joven Agravante, Asim Munawar, Akifumi Wachi, Ryosuke Kohita, Alexander Gray

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* ACL-IJCNLP 2021 (demo paper) 

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Neuro-Symbolic Reinforcement Learning with First-Order Logic


Oct 21, 2021
Daiki Kimura, Masaki Ono, Subhajit Chaudhury, Ryosuke Kohita, Akifumi Wachi, Don Joven Agravante, Michiaki Tatsubori, Asim Munawar, Alexander Gray

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* EMNLP 2021 (main conference) 

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SYGMA: System for Generalizable Modular Question Answering OverKnowledge Bases


Sep 28, 2021
Sumit Neelam, Udit Sharma, Hima Karanam, Shajith Ikbal, Pavan Kapanipathi, Ibrahim Abdelaziz, Nandana Mihindukulasooriya, Young-Suk Lee, Santosh Srivastava, Cezar Pendus, Saswati Dana, Dinesh Garg, Achille Fokoue, G P Shrivatsa Bhargav, Dinesh Khandelwal, Srinivas Ravishankar, Sairam Gurajada, Maria Chang, Rosario Uceda-Sosa, Salim Roukos, Alexander Gray, Guilherme LimaRyan Riegel, Francois Luus, L Venkata Subramaniam

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Logical Credal Networks


Sep 25, 2021
Haifeng Qian, Radu Marinescu, Alexander Gray, Debarun Bhattacharjya, Francisco Barahona, Tian Gao, Ryan Riegel, Pravinda Sahu

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Combining Rules and Embeddings via Neuro-Symbolic AI for Knowledge Base Completion


Sep 16, 2021
Prithviraj Sen, Breno W. S. R. Carvalho, Ibrahim Abdelaziz, Pavan Kapanipathi, Francois Luus, Salim Roukos, Alexander Gray

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LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking


Jun 17, 2021
Hang Jiang, Sairam Gurajada, Qiuhao Lu, Sumit Neelam, Lucian Popa, Prithviraj Sen, Yunyao Li, Alexander Gray

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* Accepted to ACL 2021 

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Reinforcement Learning with External Knowledge by using Logical Neural Networks


Mar 03, 2021
Daiki Kimura, Subhajit Chaudhury, Akifumi Wachi, Ryosuke Kohita, Asim Munawar, Michiaki Tatsubori, Alexander Gray

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* KBRL Workshop at IJCAI-PRICAI 2020 

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Logic Embeddings for Complex Query Answering


Feb 28, 2021
Francois Luus, Prithviraj Sen, Pavan Kapanipathi, Ryan Riegel, Ndivhuwo Makondo, Thabang Lebese, Alexander Gray

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* IBM Research 

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