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Recent research shows synthetic data as a source of supervision helps pretrained language models (PLM) transfer learning to new target tasks/domains.
UNIFIEDQA: Crossing format boundaries with a single QA system
Daniel Khashabi, Sewon Min, Tushar Khot, Ashish Sabharwal, Oyvind Tafjord, Peter Clark, and Hannaneh Hajishirzi. 2020 · 1907
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Semi-supervised learning using differentiable reasoning
Emile Van Krieken, Erman Acar, and Frank Van Harmelen. 2019 · 1908
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A logic-driven framework for consistency of neural models
Tao Li, Vivek Gupta, Maitrey Mehta, and Vivek Srikumar. 2019 · 1909
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Kg-bert: Bert for knowledge graph completion
Liang Yao, Chengsheng Mao, and Yuan Luo. 2019 · 1909
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The modelling of spatial relations
John Freeman. 1975 · 1975
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Language and Spatial Cognition: An Interdisciplinary Study of the Prepositions in English
A. Herskovits. 1986 · 1986
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Languages of spatial relations: Researchable questions & NCGIA research agenda
David M Mark et al. 1989 · 1989
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A spatial logic based on regions and connection
David A Randell, Zhan Cui, and Anthony G Cohn. 1992 · 1992
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Automatic categorization of spatial prepositions
Kate Lockwood, Ken Forbus, D Halstead, and Jeffrey Usher. 2006 · 2006
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Spatial representation and reasoning for human-robot collaboration
William G Kennedy, Magdalena D Bugajska, Matthew Marge, William Adams, Benjamin R Fransen, Dennis Perzanowski, Alan C Schultz, and J Gregory Trafton. 2007 · 2007
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Qualitative spatial reasoning using constraint calculi
Jochen Renz and Bernhard Nebel. 2007 · 2007
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Holistic spatial semantics of thai
Jordan Zlatev. 2008 · 2008
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Sparq-a spatial reasoning toolbox
Diedrich Wolter. 2009 · 2009
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Spatial Role Labeling: Task definition and annotation scheme
Parisa Kordjamshidi, Marie-Francine Moens, and Martijn van Otterlo. 2010 · 2010
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Spatial role labeling: Towards extraction of spatial relations from natural language
Parisa Kordjamshidi, Martijn Van Otterlo, and Marie-Francine Moens. 2011 · 2011
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Machine reading of biological texts: bacteria-biotope extraction
Wouter Massa, Parisa Kordjamshidi, Thomas Provoost, and Marie-Francine Moens. 2015 · 2015
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Spatial role labeling with convolutional neural networks
Alexey Mazalov, Bruno Martins, and David Matos. 2015 · 2015
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Semeval-2015 task 8: Spaceeval
James Pustejovsky, Parisa Kordjamshidi, Marie-Francine Moens, Aaron Levine, Seth Dworman, and Zachary Yocum. 2015 · 2015
Cited alongside, same era.
Towards ai-complete question answering: A set of prerequisite toy tasks
Jason Weston, Antoine Bordes, Sumit Chopra, Alexander M Rush, Bart van Merriënboer, Armand Joulin, and Tomas Mikolov. 2015 · 2015
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Deep embedding for spatial role labeling
Oswaldo Ludwig, Xiao Liu, Parisa Kordjamshidi, and Marie-Francine Moens. 2016 · 2016
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Do we need more training data?
Xiangxin Zhu, Carl Vondrick, Charless C Fowlkes, and Deva Ramanan. 2016 · 2016
Cited alongside, same era.
Clef 2017: Multimodal spatial role labeling (msprl) task overview
Parisa Kordjamshidi, Taher Rahgooy, Marie-Francine Moens, James Pustejovsky, Umar Manzoor, and Kirk Roberts. 2017 · 2017
Cited alongside, same era.
Understanding spatial language in radiology: Representation framework, annotation, and spatial relation extraction from chest x-ray reports using deep learning
Surabhi Datta, Yuqi Si, Laritza Rodriguez, Sonya E Shooshan, Dina Demner-Fushman, and Kirk Roberts. 2020 · 2020
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Syntactic data augmentation increases robustness to inference heuristics
Junghyun Min, R. Thomas McCoy, Dipanjan Das, Emily Pitler, and Tal Linzen. 2020 · 2020
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Bert-based spatial information extraction
Hyeong Jin Shin, Jeong Yeon Park, Dae Bum Yuk, and Jae Sung Lee. 2020 · 2020
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A visualization approach for rapid labeling of clinical notes for smoking status extraction
Saman Enayati, Ziyu Yang, Benjamin Lu, and Slobodan Vucetic. 2021 · 2021
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Semi-supervised variational reasoning for medical dialogue generation
Dongdong Li, Zhaochun Ren, Pengjie Ren, Zhumin Chen, Miao Fan, Jun Ma, and Maarten de Rijke. 2021 · 2021
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Focal loss for dense object detection
Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, and Piotr Dollár. 2017 · 2017
Cited alongside, same era.
Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter. 2017 · 2017
Cited alongside, same era.
A corpus of natural language for visual reasoning
Alane Suhr, Mike Lewis, James Yeh, and Yoav Artzi. 2017 · 2017
Cited alongside, same era.
Deep neural networks and distant supervision for geographic location mention extraction
Arjun Magge, Davy Weissenbacher, Abeed Sarker, Matthew Scotch, and Graciela Gonzalez-Hernandez. 2018 · 2018
Cited alongside, same era.
Anaphora resolution for improving spatial relation extraction from text
Umar Manzoor and Parisa Kordjamshidi. 2018 · 2018
Cited alongside, same era.
Touchdown: Natural language navigation and spatial reasoning in visual street environments
Howard Chen, Alane Suhr, Dipendra Misra, Noah Snavely, and Yoav Artzi. 2019 · 2019
Cited alongside, same era.
BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Cited alongside, same era.
Knowledge-driven data construction for zero-shot evaluation in commonsense question answering
Kaixin Ma, Filip Ilievski, Jonathan Francis, Yonatan Bisk, Eric Nyberg, and Alessandro Oltramari. 2021 · 2021
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SPARTQA: A textual question answering benchmark for spatial reasoning
Roshanak Mirzaee, Hossein Rajaby Faghihi, Qiang Ning, and Parisa Kordjamshidi. 2021 · 2021
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Spatial role labeling based on improved pre-trained word embeddings and transfer learning
Alaeddine Moussa, Sébastien Fournier, Khaoula Mahmoudi, Bernard Espinasse, and Sami Faiz. 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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ProofWriter: Generating implications, proofs, and abductive statements over natural language
Oyvind Tafjord, Bhavana Dalvi, and Peter Clark. 2021 · 2021
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Spatial reasoning from natural language instructions for robot manipulation
Sagar Gubbi Venkatesh, Anirban Biswas, Raviteja Upadrashta, Vikram Srinivasan, Partha Talukdar, and Bharadwaj Amrutur. 2021 · 2021
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Towards navigation by reasoning over spatial configurations
Yue Zhang, Quan Guo, and Parisa Kordjamshidi. 2021 · 2021
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Impact of pretraining term frequencies on few-shot reasoning
Yasaman Razeghi, Robert L Logan IV, Matt Gardner, and Sameer Singh. 2022 · 2022
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Stepgame: A new benchmark for robust multi-hop spatial reasoning in texts
Zhengxiang Shi, Qiang Zhang, and Aldo Lipani. 2022 · 2022
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Detecting geospatial location descriptions in natural language text
Kristin Stock, Christopher B Jones, Shaun Russell, Mansi Radke, Prarthana Das, and Niloofar Aflaki. 2022 · 2022
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Explicit object relation alignment for vision and language navigation
Yue Zhang and Parisa Kordjamshidi. 2022 · 2022
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